sessionInfo()
## R version 3.5.1 (2018-07-02)
## Platform: x86_64-w64-mingw32/x64 (64-bit)
## Running under: Windows 10 x64 (build 17134)
## 
## Matrix products: default
## 
## locale:
## [1] LC_COLLATE=English_United States.1252 
## [2] LC_CTYPE=English_United States.1252   
## [3] LC_MONETARY=English_United States.1252
## [4] LC_NUMERIC=C                          
## [5] LC_TIME=English_United States.1252    
## 
## attached base packages:
## [1] stats     graphics  grDevices utils     datasets  methods   base     
## 
## loaded via a namespace (and not attached):
##  [1] compiler_3.5.1  magrittr_1.5    tools_3.5.1     htmltools_0.3.6
##  [5] yaml_2.2.0      Rcpp_1.0.0      stringi_1.2.4   rmarkdown_1.11 
##  [9] knitr_1.20      stringr_1.3.1   digest_0.6.18   evaluate_0.12

User Inputs

output.var = params$output.var 
transform.abs = params$transform.abs
log.pred = params$log.pred
eda = params$eda
algo.forward = params$algo.forward
algo.backward = params$algo.backward
algo.stepwise = params$algo.stepwise
algo.LASSO = params$algo.LASSO
algo.LARS = params$algo.LARS

message("Parameters used for training/prediction: ")
## Parameters used for training/prediction:
str(params)
## List of 9
##  $ output.var   : chr "y3"
##  $ transform.abs: logi FALSE
##  $ log.pred     : logi FALSE
##  $ eda          : logi FALSE
##  $ algo.forward : logi FALSE
##  $ algo.backward: logi FALSE
##  $ algo.stepwise: logi TRUE
##  $ algo.LASSO   : logi FALSE
##  $ algo.LARS    : logi FALSE
# Setup Labels
# alt.scale.label.name = Alternate Scale variable name
#   - if predicting on log, then alt.scale is normal scale
#   - if predicting on normal scale, then alt.scale is log scale
if (log.pred == TRUE){
  label.names = paste('log.',output.var,sep="")
  alt.scale.label.name = output.var
}
if (log.pred == FALSE){
  label.names = output.var
  alt.scale.label.name = paste('log.',output.var,sep="")
}

Prepare Data

Read and Clean Features

features = read.csv("../../Data/features.csv")
#str(features) 

Checking correlations to evaluate removal of redundant features

corr.matrix = round(cor(features[sapply(features, is.numeric)]),2)

# filter out only highly correlated variables
threshold = 0.6
corr.matrix.tmp = corr.matrix
diag(corr.matrix.tmp) = 0
high.corr = apply(abs(corr.matrix.tmp) >= threshold, 1, any)
high.corr.matrix = corr.matrix.tmp[high.corr, high.corr]

DT::datatable(corr.matrix)
DT::datatable(high.corr.matrix)

Feature Names

feature.names = colnames(features)
drops <- c('JobName')
feature.names = feature.names[!(feature.names %in% drops)]
#str(feature.names)

Read and Clean Labels

labels = read.csv("../../Data/labels.csv")
#str(labels)
labels = labels[,c("JobName", output.var)]
summary(labels)
##       JobName           y3        
##  Job_00001:   1   Min.   : 95.91  
##  Job_00002:   1   1st Qu.:118.21  
##  Job_00003:   1   Median :123.99  
##  Job_00004:   1   Mean   :125.36  
##  Job_00005:   1   3rd Qu.:131.06  
##  Job_00006:   1   Max.   :193.73  
##  (Other)  :9994   NA's   :2497

Merge Datasets

data <- merge(features, labels, by = 'JobName')
drops <- c('JobName')
data = data[,(!colnames(data) %in% drops)]
#str(data)

Transformations

if (transform.abs == TRUE){
  data[,label.names] = 10^(data[,label.names]/20)
  data = filter(data, y3 < 1E7)
}


#str(data)
if (log.pred == TRUE){
  data[label.names] = log(data[alt.scale.label.name],10)
  
  drops = c(alt.scale.label.name)
  data = data[!(names(data) %in% drops)]
}
#str(data)

Remove NA Cases

data = data[complete.cases(data),]

Exploratory Data Analysis

Check correlation of Label with Featires

if (eda == TRUE){
  corr.to.label =round(cor(dplyr::select(data,-one_of(label.names)),dplyr::select_at(data,label.names)),4)
  DT::datatable(corr.to.label)
}

Multicollinearity - VIF

if (eda == TRUE){
  vifDF = usdm::vif(select_at(data,feature.names)) %>% arrange(desc(VIF))
  head(vifDF,10)
}

Scatterplots

panel.hist <- function(x, ...)
{
    usr <- par("usr"); on.exit(par(usr))
    par(usr = c(usr[1:2], 0, 1.5) )
    h <- hist(x, plot = FALSE)
    breaks <- h$breaks; nB <- length(breaks)
    y <- h$counts; y <- y/max(y)
    rect(breaks[-nB], 0, breaks[-1], y, col = "cyan", ...)
}
if (eda == TRUE){
  histogram(data[ ,label.names])
  #hist(data[complete.cases(data),alt.scale.label.name])
}
# https://stackoverflow.com/questions/24648729/plot-one-numeric-variable-against-n-numeric-variables-in-n-plots
ind.pairs.plot <- function(data, xvars=NULL, yvar)
{
    df <- data
    if (is.null(xvars)) {
        xvars = names(data[which(names(data)!=yvar)])       
    }   

    #choose a format to display charts
    ncharts <- length(xvars) 
    
    for(i in 1:ncharts){    
        plot(df[,xvars[i]],df[,yvar], xlab = xvars[i], ylab = yvar)
    }
}

if (eda == TRUE){
  ind.pairs.plot(data, feature.names, label.names)
}


# 
# pl <- ggplot(data, aes(x=x18, y = y3))
# pl2 <- pl + geom_point(aes(alpha = 0.1)) # default color gradient based on 'hp'
# print(pl2)

Feature Engineering

if(eda ==FALSE){
  # x18 may need transformations
  plot(data[,'x18'], data[,label.names], main = "Original Scatter Plot vs. x18", ylab = label.names, xlab = 'x18')
  plot(sqrt(data[,'x18']), data[,label.names], main = "Original Scatter Plot vs. sqrt(x18)", ylab = label.names, xlab = 'sqrt(x18)')
  
  # transforming x18
  data$sqrt.x18 = sqrt(data$x18)
  data = dplyr::select(data,-one_of('x18'))
  
  # what about x7, x9?
  # x11 looks like data is at discrete points after a while. Will this be a problem?
}

Modeling

Train Test Split

data = data[sample(nrow(data)),] # randomly shuffle data
split = sample.split(data[,label.names], SplitRatio = 0.8)

data.train = subset(data, split == TRUE)
data.test = subset(data, split == FALSE)

Common Functions

plot.diagnostics <-  function(model, train) {
  plot(model)
  
  residuals = resid(model) # Plotted above in plot(lm.out)
  r.standard = rstandard(model)
  r.student = rstudent(model)

  plot(predict(model,train),r.student,
      ylab="Student Residuals", xlab="Predicted Values", 
      main="Student Residual Plot") 
  abline(0, 0)
  
  plot(predict(model, train),r.standard,
      ylab="Standard Residuals", xlab="Predicted Values", 
      main="Standard Residual Plot") 
  abline(0, 0)
  abline(2, 0)
  abline(-2, 0)
  
  # Histogram
  hist(r.student, freq=FALSE, main="Distribution of Studentized Residuals", 
  xlab="Studentized Residuals", ylab="Density", ylim=c(0,0.5))

  # Create range of x-values for normal curve
  xfit <- seq(min(r.student)-1, max(r.student)+1, length=40)

  # Generate values from the normal distribution at the specified values
  yfit <- (dnorm(xfit))

  # Add the normal curve
  lines(xfit, yfit, ylim=c(0,0.5))
  
  
  # http://www.stat.columbia.edu/~martin/W2024/R7.pdf
  # Influential plots
  inf.meas = influence.measures(model)
  # print (summary(inf.meas)) # too much data
  
  # Leverage plot
  lev = hat(model.matrix(model))
  plot(lev, ylab = 'Leverage - check')
  
  # Cook's Distance
  cd = cooks.distance(model)
  plot(cd,ylab="Cooks distances")
  abline(4/nrow(train),0)
  abline(1,0)
  
  print (paste("Number of data points that have Cook's D > 4/n: ", length(cd[cd > 4/nrow(train)]), sep = "")) 
  print (paste("Number of data points that have Cook's D > 1: ", length(cd[cd > 1]), sep = "")) 
  return(cd)
}

test.model = function(model, test, type = 'No Model Name Specified', level = 0.95){
  pred = predict(model, newdata=test, interval="confidence", level = level) 
  # Summary of predicted values
  print ("Summary of predicted values: ")
  print(summary(pred[,1]))
  
  test.mse = mean((test[,label.names]-pred[,1])^2)
  print (paste(type, " Test MSE: ", test.mse, sep=""))
  
  plot(test[,label.names],pred[,1],xlab = "Actual", ylab = "Predicted")
}

Setup Formulae

n <- names(data.train)
formula <- as.formula(paste(paste(n[n %in% label.names], collapse = " + ")," ~", paste(n[!n %in% label.names], collapse = " + "))) 
grand.mean.formula = as.formula(paste(paste(n[n %in% label.names], collapse = " + ")," ~ 1"))
print(formula)
## y3 ~ x1 + x2 + x3 + x4 + x5 + x6 + x7 + x8 + x9 + x10 + x11 + 
##     x12 + x13 + x14 + x15 + x16 + x17 + x19 + x20 + x21 + x22 + 
##     x23 + stat1 + stat2 + stat3 + stat4 + stat5 + stat6 + stat7 + 
##     stat8 + stat9 + stat10 + stat11 + stat12 + stat13 + stat14 + 
##     stat15 + stat16 + stat17 + stat18 + stat19 + stat20 + stat21 + 
##     stat22 + stat23 + stat24 + stat25 + stat26 + stat27 + stat28 + 
##     stat29 + stat30 + stat31 + stat32 + stat33 + stat34 + stat35 + 
##     stat36 + stat37 + stat38 + stat39 + stat40 + stat41 + stat42 + 
##     stat43 + stat44 + stat45 + stat46 + stat47 + stat48 + stat49 + 
##     stat50 + stat51 + stat52 + stat53 + stat54 + stat55 + stat56 + 
##     stat57 + stat58 + stat59 + stat60 + stat61 + stat62 + stat63 + 
##     stat64 + stat65 + stat66 + stat67 + stat68 + stat69 + stat70 + 
##     stat71 + stat72 + stat73 + stat74 + stat75 + stat76 + stat77 + 
##     stat78 + stat79 + stat80 + stat81 + stat82 + stat83 + stat84 + 
##     stat85 + stat86 + stat87 + stat88 + stat89 + stat90 + stat91 + 
##     stat92 + stat93 + stat94 + stat95 + stat96 + stat97 + stat98 + 
##     stat99 + stat100 + stat101 + stat102 + stat103 + stat104 + 
##     stat105 + stat106 + stat107 + stat108 + stat109 + stat110 + 
##     stat111 + stat112 + stat113 + stat114 + stat115 + stat116 + 
##     stat117 + stat118 + stat119 + stat120 + stat121 + stat122 + 
##     stat123 + stat124 + stat125 + stat126 + stat127 + stat128 + 
##     stat129 + stat130 + stat131 + stat132 + stat133 + stat134 + 
##     stat135 + stat136 + stat137 + stat138 + stat139 + stat140 + 
##     stat141 + stat142 + stat143 + stat144 + stat145 + stat146 + 
##     stat147 + stat148 + stat149 + stat150 + stat151 + stat152 + 
##     stat153 + stat154 + stat155 + stat156 + stat157 + stat158 + 
##     stat159 + stat160 + stat161 + stat162 + stat163 + stat164 + 
##     stat165 + stat166 + stat167 + stat168 + stat169 + stat170 + 
##     stat171 + stat172 + stat173 + stat174 + stat175 + stat176 + 
##     stat177 + stat178 + stat179 + stat180 + stat181 + stat182 + 
##     stat183 + stat184 + stat185 + stat186 + stat187 + stat188 + 
##     stat189 + stat190 + stat191 + stat192 + stat193 + stat194 + 
##     stat195 + stat196 + stat197 + stat198 + stat199 + stat200 + 
##     stat201 + stat202 + stat203 + stat204 + stat205 + stat206 + 
##     stat207 + stat208 + stat209 + stat210 + stat211 + stat212 + 
##     stat213 + stat214 + stat215 + stat216 + stat217 + sqrt.x18
print(grand.mean.formula)
## y3 ~ 1
# Update feature.names because we may have transformed some features
feature.names = n[!n %in% label.names]

Full & Grand Means Model

model.full = lm(formula , data.train)
summary(model.full)
## 
## Call:
## lm(formula = formula, data = data.train)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -23.616  -6.101  -1.674   4.446  53.612 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  8.685e+01  2.775e+00  31.298  < 2e-16 ***
## x1          -1.450e-01  1.901e-01  -0.763 0.445429    
## x2           9.691e-02  1.215e-01   0.798 0.425064    
## x3           1.076e-02  3.324e-02   0.324 0.746290    
## x4          -1.175e-02  2.627e-03  -4.474 7.82e-06 ***
## x5           4.412e-02  8.616e-02   0.512 0.608620    
## x6           6.896e-02  1.730e-01   0.399 0.690242    
## x7           3.199e+00  1.857e-01  17.233  < 2e-16 ***
## x8           1.254e-01  4.335e-02   2.893 0.003828 ** 
## x9           9.369e-01  9.680e-02   9.678  < 2e-16 ***
## x10          3.195e-01  8.941e-02   3.574 0.000355 ***
## x11          7.419e+07  2.142e+07   3.463 0.000538 ***
## x12         -6.063e-02  5.455e-02  -1.111 0.266419    
## x13          4.699e-02  2.169e-02   2.166 0.030324 *  
## x14         -2.461e-01  9.418e-02  -2.614 0.008983 ** 
## x15          4.396e-02  8.984e-02   0.489 0.624657    
## x16          2.865e-01  6.223e-02   4.603 4.25e-06 ***
## x17          4.493e-01  9.460e-02   4.749 2.09e-06 ***
## x19          7.815e-02  4.804e-02   1.627 0.103811    
## x20         -3.025e-01  3.343e-01  -0.905 0.365606    
## x21          4.269e-02  1.228e-02   3.476 0.000513 ***
## x22         -6.305e-02  1.003e-01  -0.629 0.529592    
## x23          3.949e-02  9.551e-02   0.413 0.679277    
## stat1        1.147e-02  7.187e-02   0.160 0.873213    
## stat2        3.859e-02  7.178e-02   0.538 0.590837    
## stat3        1.745e-01  7.211e-02   2.420 0.015560 *  
## stat4       -1.582e-01  7.230e-02  -2.189 0.028660 *  
## stat5       -4.707e-02  7.266e-02  -0.648 0.517093    
## stat6        2.828e-02  7.250e-02   0.390 0.696496    
## stat7       -1.895e-02  7.209e-02  -0.263 0.792612    
## stat8        6.018e-02  7.229e-02   0.833 0.405144    
## stat9       -1.070e-01  7.237e-02  -1.478 0.139478    
## stat10      -8.672e-02  7.193e-02  -1.206 0.228022    
## stat11      -7.873e-02  7.260e-02  -1.084 0.278201    
## stat12       2.245e-02  7.208e-02   0.312 0.755421    
## stat13      -1.139e-01  7.157e-02  -1.591 0.111681    
## stat14      -2.837e-01  7.143e-02  -3.971 7.23e-05 ***
## stat15      -3.021e-02  7.167e-02  -0.422 0.673336    
## stat16       2.735e-02  7.208e-02   0.379 0.704374    
## stat17      -3.173e-02  7.144e-02  -0.444 0.656902    
## stat18      -8.395e-02  7.192e-02  -1.167 0.243175    
## stat19       1.127e-01  7.199e-02   1.566 0.117456    
## stat20      -5.161e-02  7.175e-02  -0.719 0.472025    
## stat21      -8.546e-02  7.264e-02  -1.177 0.239422    
## stat22      -1.122e-01  7.246e-02  -1.549 0.121415    
## stat23       1.663e-01  7.155e-02   2.325 0.020129 *  
## stat24      -1.400e-01  7.211e-02  -1.941 0.052314 .  
## stat25      -1.112e-01  7.193e-02  -1.546 0.122055    
## stat26      -1.183e-01  7.194e-02  -1.645 0.100122    
## stat27      -3.303e-02  7.224e-02  -0.457 0.647540    
## stat28       4.136e-02  7.165e-02   0.577 0.563723    
## stat29       2.630e-02  7.254e-02   0.363 0.716938    
## stat30       1.579e-02  7.266e-02   0.217 0.827941    
## stat31      -8.337e-02  7.270e-02  -1.147 0.251533    
## stat32      -7.763e-02  7.237e-02  -1.073 0.283423    
## stat33      -1.585e-01  7.191e-02  -2.205 0.027511 *  
## stat34       5.484e-02  7.188e-02   0.763 0.445548    
## stat35      -9.077e-02  7.236e-02  -1.254 0.209753    
## stat36       1.786e-02  7.168e-02   0.249 0.803192    
## stat37      -7.202e-02  7.272e-02  -0.990 0.322010    
## stat38       9.423e-02  7.223e-02   1.305 0.192093    
## stat39      -7.911e-02  7.154e-02  -1.106 0.268873    
## stat40       5.435e-03  7.224e-02   0.075 0.940035    
## stat41      -1.863e-01  7.151e-02  -2.605 0.009203 ** 
## stat42      -7.339e-02  7.167e-02  -1.024 0.305910    
## stat43      -7.524e-02  7.230e-02  -1.041 0.298091    
## stat44       2.353e-02  7.191e-02   0.327 0.743551    
## stat45      -5.854e-02  7.222e-02  -0.811 0.417625    
## stat46       1.299e-01  7.248e-02   1.793 0.073052 .  
## stat47       2.677e-02  7.260e-02   0.369 0.712346    
## stat48       9.013e-02  7.225e-02   1.248 0.212248    
## stat49       3.311e-02  7.187e-02   0.461 0.644991    
## stat50       9.055e-02  7.131e-02   1.270 0.204174    
## stat51       8.292e-02  7.229e-02   1.147 0.251405    
## stat52       4.620e-02  7.248e-02   0.637 0.523910    
## stat53      -8.136e-02  7.292e-02  -1.116 0.264599    
## stat54      -7.744e-02  7.255e-02  -1.067 0.285828    
## stat55       1.078e-01  7.167e-02   1.504 0.132666    
## stat56      -2.808e-02  7.230e-02  -0.388 0.697810    
## stat57       5.821e-02  7.144e-02   0.815 0.415215    
## stat58       2.011e-02  7.152e-02   0.281 0.778625    
## stat59       5.899e-02  7.217e-02   0.817 0.413702    
## stat60       1.700e-01  7.222e-02   2.353 0.018644 *  
## stat61      -7.435e-02  7.226e-02  -1.029 0.303521    
## stat62      -1.737e-03  7.197e-02  -0.024 0.980744    
## stat63       8.262e-03  7.225e-02   0.114 0.908958    
## stat64      -8.245e-02  7.178e-02  -1.149 0.250764    
## stat65      -7.062e-02  7.218e-02  -0.978 0.327885    
## stat66       3.177e-02  7.265e-02   0.437 0.661840    
## stat67      -5.352e-02  7.254e-02  -0.738 0.460648    
## stat68      -3.099e-03  7.226e-02  -0.043 0.965794    
## stat69       1.180e-02  7.219e-02   0.163 0.870146    
## stat70       4.033e-02  7.165e-02   0.563 0.573562    
## stat71       4.958e-02  7.189e-02   0.690 0.490427    
## stat72       9.083e-02  7.299e-02   1.244 0.213396    
## stat73       1.116e-01  7.283e-02   1.533 0.125373    
## stat74      -1.243e-02  7.244e-02  -0.172 0.863789    
## stat75      -6.499e-02  7.250e-02  -0.896 0.370040    
## stat76       1.170e-01  7.243e-02   1.616 0.106189    
## stat77      -4.972e-02  7.228e-02  -0.688 0.491494    
## stat78      -1.436e-02  7.221e-02  -0.199 0.842412    
## stat79      -1.580e-02  7.219e-02  -0.219 0.826767    
## stat80      -7.193e-03  7.216e-02  -0.100 0.920596    
## stat81       7.973e-02  7.217e-02   1.105 0.269355    
## stat82       6.707e-02  7.187e-02   0.933 0.350787    
## stat83      -5.133e-02  7.213e-02  -0.712 0.476735    
## stat84      -1.032e-01  7.252e-02  -1.423 0.154761    
## stat85      -4.563e-02  7.170e-02  -0.636 0.524532    
## stat86      -8.050e-03  7.211e-02  -0.112 0.911117    
## stat87      -9.259e-02  7.219e-02  -1.283 0.199682    
## stat88      -6.432e-02  7.169e-02  -0.897 0.369694    
## stat89      -7.823e-02  7.165e-02  -1.092 0.274906    
## stat90      -7.884e-02  7.225e-02  -1.091 0.275241    
## stat91      -7.849e-02  7.177e-02  -1.094 0.274155    
## stat92      -1.271e-01  7.236e-02  -1.756 0.079093 .  
## stat93      -5.421e-02  7.322e-02  -0.740 0.459128    
## stat94      -4.610e-02  7.215e-02  -0.639 0.522894    
## stat95      -1.083e-02  7.180e-02  -0.151 0.880070    
## stat96      -9.717e-03  7.179e-02  -0.135 0.892327    
## stat97       9.013e-03  7.144e-02   0.126 0.899602    
## stat98       1.064e+00  7.069e-02  15.046  < 2e-16 ***
## stat99       6.877e-02  7.291e-02   0.943 0.345662    
## stat100      1.760e-01  7.221e-02   2.437 0.014836 *  
## stat101     -8.847e-02  7.322e-02  -1.208 0.226953    
## stat102     -1.668e-02  7.178e-02  -0.232 0.816240    
## stat103     -4.988e-02  7.315e-02  -0.682 0.495343    
## stat104     -8.342e-02  7.186e-02  -1.161 0.245713    
## stat105      1.096e-01  7.183e-02   1.525 0.127208    
## stat106     -4.630e-02  7.198e-02  -0.643 0.520098    
## stat107     -2.564e-02  7.236e-02  -0.354 0.723082    
## stat108     -6.249e-02  7.216e-02  -0.866 0.386495    
## stat109     -1.623e-02  7.161e-02  -0.227 0.820736    
## stat110     -9.649e-01  7.162e-02 -13.473  < 2e-16 ***
## stat111      2.862e-02  7.203e-02   0.397 0.691090    
## stat112     -3.696e-02  7.254e-02  -0.509 0.610472    
## stat113     -4.231e-02  7.246e-02  -0.584 0.559303    
## stat114      1.209e-02  7.197e-02   0.168 0.866548    
## stat115      2.107e-02  7.208e-02   0.292 0.770064    
## stat116      4.963e-02  7.250e-02   0.684 0.493718    
## stat117      8.677e-02  7.236e-02   1.199 0.230519    
## stat118     -2.435e-02  7.184e-02  -0.339 0.734644    
## stat119     -1.645e-02  7.238e-02  -0.227 0.820259    
## stat120      7.426e-03  7.129e-02   0.104 0.917044    
## stat121      7.223e-02  7.207e-02   1.002 0.316306    
## stat122      4.204e-03  7.189e-02   0.058 0.953368    
## stat123     -4.135e-02  7.349e-02  -0.563 0.573686    
## stat124     -3.512e-03  7.182e-02  -0.049 0.961005    
## stat125      2.895e-02  7.210e-02   0.402 0.688038    
## stat126      1.161e-01  7.191e-02   1.614 0.106608    
## stat127      2.731e-02  7.182e-02   0.380 0.703754    
## stat128     -7.463e-02  7.172e-02  -1.041 0.298136    
## stat129      2.372e-02  7.175e-02   0.331 0.740961    
## stat130      7.141e-02  7.226e-02   0.988 0.323093    
## stat131      7.253e-02  7.223e-02   1.004 0.315344    
## stat132      2.901e-02  7.169e-02   0.405 0.685749    
## stat133      6.596e-02  7.212e-02   0.915 0.360452    
## stat134     -1.121e-02  7.165e-02  -0.156 0.875705    
## stat135     -1.084e-01  7.210e-02  -1.503 0.132817    
## stat136      3.287e-02  7.232e-02   0.455 0.649453    
## stat137     -2.883e-02  7.132e-02  -0.404 0.686075    
## stat138      4.917e-02  7.191e-02   0.684 0.494176    
## stat139      1.311e-02  7.211e-02   0.182 0.855743    
## stat140      3.102e-03  7.192e-02   0.043 0.965601    
## stat141      1.493e-02  7.154e-02   0.209 0.834695    
## stat142     -4.544e-02  7.297e-02  -0.623 0.533445    
## stat143      4.106e-02  7.201e-02   0.570 0.568572    
## stat144      1.541e-01  7.182e-02   2.146 0.031929 *  
## stat145     -2.817e-02  7.289e-02  -0.386 0.699195    
## stat146     -1.272e-01  7.234e-02  -1.758 0.078763 .  
## stat147     -4.878e-02  7.304e-02  -0.668 0.504262    
## stat148     -1.102e-01  7.158e-02  -1.539 0.123919    
## stat149     -1.461e-01  7.266e-02  -2.010 0.044439 *  
## stat150      1.951e-02  7.219e-02   0.270 0.787013    
## stat151     -1.533e-01  7.296e-02  -2.102 0.035640 *  
## stat152     -1.658e-02  7.195e-02  -0.230 0.817775    
## stat153      4.535e-02  7.313e-02   0.620 0.535173    
## stat154     -3.718e-02  7.282e-02  -0.511 0.609642    
## stat155     -4.734e-02  7.210e-02  -0.657 0.511429    
## stat156      1.071e-01  7.261e-02   1.475 0.140315    
## stat157     -3.438e-02  7.151e-02  -0.481 0.630650    
## stat158     -5.408e-02  7.278e-02  -0.743 0.457488    
## stat159     -2.453e-02  7.154e-02  -0.343 0.731663    
## stat160      7.111e-02  7.202e-02   0.987 0.323492    
## stat161      6.475e-02  7.269e-02   0.891 0.373065    
## stat162     -6.369e-02  7.142e-02  -0.892 0.372580    
## stat163     -3.999e-03  7.271e-02  -0.055 0.956141    
## stat164      5.963e-02  7.245e-02   0.823 0.410472    
## stat165      4.134e-02  7.196e-02   0.574 0.565694    
## stat166     -7.318e-02  7.149e-02  -1.024 0.306039    
## stat167     -3.924e-02  7.207e-02  -0.544 0.586122    
## stat168     -1.870e-02  7.169e-02  -0.261 0.794189    
## stat169      9.179e-03  7.226e-02   0.127 0.898924    
## stat170     -3.458e-02  7.212e-02  -0.480 0.631585    
## stat171      9.385e-03  7.241e-02   0.130 0.896872    
## stat172      6.797e-02  7.208e-02   0.943 0.345725    
## stat173     -6.109e-02  7.259e-02  -0.842 0.400049    
## stat174      2.614e-02  7.211e-02   0.362 0.717015    
## stat175     -1.419e-01  7.257e-02  -1.955 0.050574 .  
## stat176      8.135e-02  7.159e-02   1.136 0.255869    
## stat177     -4.616e-03  7.267e-02  -0.064 0.949359    
## stat178     -3.525e-02  7.272e-02  -0.485 0.627840    
## stat179     -1.135e-02  7.193e-02  -0.158 0.874647    
## stat180     -3.897e-02  7.170e-02  -0.544 0.586762    
## stat181      1.379e-02  7.241e-02   0.190 0.849021    
## stat182      5.762e-02  7.249e-02   0.795 0.426723    
## stat183      6.241e-02  7.164e-02   0.871 0.383680    
## stat184     -5.415e-03  7.252e-02  -0.075 0.940481    
## stat185     -2.540e-03  7.172e-02  -0.035 0.971745    
## stat186     -8.810e-02  7.283e-02  -1.210 0.226438    
## stat187     -8.976e-02  7.204e-02  -1.246 0.212834    
## stat188      2.709e-02  7.199e-02   0.376 0.706690    
## stat189      7.004e-02  7.220e-02   0.970 0.332022    
## stat190      4.979e-02  7.192e-02   0.692 0.488760    
## stat191     -1.685e-02  7.245e-02  -0.233 0.816106    
## stat192      8.263e-03  7.335e-02   0.113 0.910306    
## stat193     -1.471e-02  7.291e-02  -0.202 0.840153    
## stat194     -1.114e-02  7.206e-02  -0.155 0.877152    
## stat195      7.394e-02  7.251e-02   1.020 0.307927    
## stat196     -3.392e-02  7.305e-02  -0.464 0.642405    
## stat197     -2.234e-02  7.159e-02  -0.312 0.755051    
## stat198     -4.684e-02  7.226e-02  -0.648 0.516822    
## stat199      8.525e-02  7.168e-02   1.189 0.234366    
## stat200     -1.416e-01  7.115e-02  -1.990 0.046677 *  
## stat201      7.595e-03  7.221e-02   0.105 0.916244    
## stat202     -6.450e-02  7.275e-02  -0.887 0.375340    
## stat203     -3.555e-03  7.197e-02  -0.049 0.960605    
## stat204     -6.539e-02  7.158e-02  -0.914 0.361004    
## stat205     -1.239e-01  7.147e-02  -1.733 0.083177 .  
## stat206     -1.175e-02  7.216e-02  -0.163 0.870626    
## stat207      7.698e-02  7.217e-02   1.067 0.286175    
## stat208     -1.556e-02  7.244e-02  -0.215 0.829943    
## stat209      1.115e-02  7.189e-02   0.155 0.876725    
## stat210     -4.343e-02  7.258e-02  -0.598 0.549659    
## stat211     -1.804e-02  7.196e-02  -0.251 0.802106    
## stat212      1.014e-03  7.206e-02   0.014 0.988770    
## stat213     -6.849e-02  7.272e-02  -0.942 0.346333    
## stat214     -9.589e-02  7.194e-02  -1.333 0.182590    
## stat215     -3.625e-02  7.200e-02  -0.503 0.614713    
## stat216     -7.945e-02  7.195e-02  -1.104 0.269500    
## stat217      9.684e-02  7.207e-02   1.344 0.179110    
## sqrt.x18     7.352e+00  2.745e-01  26.786  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 9.483 on 5761 degrees of freedom
## Multiple R-squared:  0.249,  Adjusted R-squared:  0.2177 
## F-statistic: 7.958 on 240 and 5761 DF,  p-value: < 2.2e-16
cd.full = plot.diagnostics(model.full, data.train)

## [1] "Number of data points that have Cook's D > 4/n: 294"
## [1] "Number of data points that have Cook's D > 1: 0"

Just trial removing all high influence points

high.cd = names(cd.full[cd.full > 4/nrow(data.train)])
data.train2 = data.train[!(rownames(data.train)) %in% high.cd,]
model.full2 = lm(formula , data.train2)
summary(model.full2)
## 
## Call:
## lm(formula = formula, data = data.train2)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -17.3966  -5.0261  -0.9066   4.6154  21.1658 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  8.402e+01  2.203e+00  38.133  < 2e-16 ***
## x1          -8.027e-02  1.510e-01  -0.531 0.595159    
## x2           7.001e-02  9.633e-02   0.727 0.467432    
## x3           1.073e-02  2.634e-02   0.407 0.683849    
## x4          -1.362e-02  2.081e-03  -6.542 6.61e-11 ***
## x5           1.021e-01  6.835e-02   1.494 0.135336    
## x6          -3.398e-02  1.369e-01  -0.248 0.803918    
## x7           3.183e+00  1.471e-01  21.632  < 2e-16 ***
## x8           1.327e-01  3.439e-02   3.859 0.000115 ***
## x9           8.506e-01  7.668e-02  11.092  < 2e-16 ***
## x10          4.104e-01  7.100e-02   5.780 7.87e-09 ***
## x11          8.265e+07  1.700e+07   4.862 1.19e-06 ***
## x12         -4.358e-03  4.316e-02  -0.101 0.919574    
## x13          5.950e-02  1.722e-02   3.456 0.000553 ***
## x14         -1.030e-01  7.469e-02  -1.379 0.167924    
## x15          1.135e-02  7.121e-02   0.159 0.873391    
## x16          2.977e-01  4.931e-02   6.038 1.67e-09 ***
## x17          4.305e-01  7.502e-02   5.739 1.00e-08 ***
## x19          8.173e-02  3.814e-02   2.143 0.032187 *  
## x20         -2.108e-01  2.651e-01  -0.795 0.426610    
## x21          4.273e-02  9.747e-03   4.383 1.19e-05 ***
## x22         -9.985e-02  7.944e-02  -1.257 0.208841    
## x23          9.483e-02  7.580e-02   1.251 0.210951    
## stat1        6.923e-03  5.694e-02   0.122 0.903228    
## stat2        3.740e-02  5.689e-02   0.657 0.510929    
## stat3        2.058e-01  5.722e-02   3.597 0.000325 ***
## stat4       -1.759e-01  5.748e-02  -3.061 0.002218 ** 
## stat5       -4.251e-02  5.766e-02  -0.737 0.460966    
## stat6       -4.786e-02  5.751e-02  -0.832 0.405363    
## stat7       -4.005e-02  5.702e-02  -0.702 0.482453    
## stat8        3.697e-02  5.725e-02   0.646 0.518479    
## stat9       -8.281e-02  5.739e-02  -1.443 0.149130    
## stat10      -7.395e-02  5.690e-02  -1.300 0.193787    
## stat11      -1.326e-01  5.748e-02  -2.308 0.021059 *  
## stat12       2.640e-02  5.709e-02   0.462 0.643770    
## stat13      -1.186e-01  5.670e-02  -2.091 0.036597 *  
## stat14      -2.969e-01  5.659e-02  -5.246 1.61e-07 ***
## stat15      -1.258e-01  5.686e-02  -2.213 0.026927 *  
## stat16      -1.606e-02  5.702e-02  -0.282 0.778198    
## stat17      -2.239e-02  5.666e-02  -0.395 0.692709    
## stat18      -5.086e-02  5.690e-02  -0.894 0.371452    
## stat19       7.363e-02  5.729e-02   1.285 0.198757    
## stat20       3.570e-02  5.696e-02   0.627 0.530811    
## stat21      -8.643e-02  5.758e-02  -1.501 0.133406    
## stat22      -6.810e-02  5.734e-02  -1.188 0.235004    
## stat23       2.093e-01  5.687e-02   3.681 0.000234 ***
## stat24      -1.335e-01  5.724e-02  -2.332 0.019717 *  
## stat25      -6.510e-02  5.699e-02  -1.142 0.253366    
## stat26      -1.006e-01  5.709e-02  -1.762 0.078054 .  
## stat27      -6.127e-02  5.731e-02  -1.069 0.284998    
## stat28      -2.093e-02  5.686e-02  -0.368 0.712788    
## stat29      -2.241e-02  5.747e-02  -0.390 0.696598    
## stat30       3.946e-03  5.744e-02   0.069 0.945224    
## stat31      -4.145e-02  5.750e-02  -0.721 0.471001    
## stat32      -8.462e-02  5.746e-02  -1.473 0.140886    
## stat33      -1.333e-01  5.707e-02  -2.336 0.019552 *  
## stat34       8.642e-02  5.699e-02   1.517 0.129449    
## stat35      -1.398e-01  5.742e-02  -2.434 0.014970 *  
## stat36      -2.093e-02  5.691e-02  -0.368 0.713028    
## stat37      -9.646e-03  5.775e-02  -0.167 0.867351    
## stat38       1.204e-01  5.719e-02   2.105 0.035297 *  
## stat39      -8.562e-02  5.665e-02  -1.511 0.130746    
## stat40      -3.005e-03  5.736e-02  -0.052 0.958230    
## stat41      -1.988e-01  5.658e-02  -3.514 0.000445 ***
## stat42      -5.194e-02  5.695e-02  -0.912 0.361764    
## stat43      -7.610e-02  5.743e-02  -1.325 0.185226    
## stat44       4.100e-02  5.705e-02   0.719 0.472401    
## stat45      -6.098e-02  5.731e-02  -1.064 0.287341    
## stat46       6.351e-02  5.751e-02   1.104 0.269480    
## stat47       3.533e-02  5.759e-02   0.614 0.539525    
## stat48       2.040e-02  5.712e-02   0.357 0.720979    
## stat49      -3.507e-02  5.701e-02  -0.615 0.538524    
## stat50       9.173e-02  5.659e-02   1.621 0.105073    
## stat51       3.025e-02  5.731e-02   0.528 0.597666    
## stat52       7.190e-02  5.750e-02   1.250 0.211174    
## stat53      -5.482e-02  5.774e-02  -0.949 0.342440    
## stat54      -7.750e-02  5.767e-02  -1.344 0.179089    
## stat55       8.676e-02  5.684e-02   1.526 0.126992    
## stat56       9.326e-03  5.732e-02   0.163 0.870752    
## stat57       2.484e-02  5.680e-02   0.437 0.661831    
## stat58       2.732e-02  5.659e-02   0.483 0.629269    
## stat59       7.988e-02  5.710e-02   1.399 0.161910    
## stat60       2.283e-01  5.728e-02   3.986 6.81e-05 ***
## stat61      -1.258e-01  5.727e-02  -2.196 0.028121 *  
## stat62      -4.339e-02  5.694e-02  -0.762 0.446085    
## stat63       1.375e-02  5.734e-02   0.240 0.810455    
## stat64       4.533e-03  5.693e-02   0.080 0.936533    
## stat65      -2.502e-02  5.720e-02  -0.437 0.661778    
## stat66       3.392e-02  5.757e-02   0.589 0.555842    
## stat67       4.196e-02  5.743e-02   0.731 0.465034    
## stat68      -2.113e-02  5.711e-02  -0.370 0.711357    
## stat69      -2.029e-02  5.720e-02  -0.355 0.722783    
## stat70       4.847e-02  5.682e-02   0.853 0.393682    
## stat71       8.025e-02  5.716e-02   1.404 0.160370    
## stat72       6.316e-02  5.784e-02   1.092 0.274867    
## stat73       9.387e-02  5.785e-02   1.623 0.104751    
## stat74       2.178e-02  5.748e-02   0.379 0.704799    
## stat75      -5.051e-03  5.743e-02  -0.088 0.929922    
## stat76       8.991e-02  5.733e-02   1.568 0.116888    
## stat77       5.153e-03  5.729e-02   0.090 0.928337    
## stat78      -5.851e-02  5.710e-02  -1.025 0.305591    
## stat79       9.293e-02  5.710e-02   1.627 0.103695    
## stat80       6.450e-03  5.714e-02   0.113 0.910140    
## stat81       5.144e-02  5.720e-02   0.899 0.368559    
## stat82       4.058e-03  5.696e-02   0.071 0.943206    
## stat83      -4.462e-02  5.705e-02  -0.782 0.434171    
## stat84      -1.226e-01  5.745e-02  -2.134 0.032912 *  
## stat85      -1.281e-01  5.686e-02  -2.252 0.024349 *  
## stat86       2.842e-02  5.719e-02   0.497 0.619182    
## stat87      -9.555e-02  5.716e-02  -1.672 0.094621 .  
## stat88       6.486e-03  5.691e-02   0.114 0.909260    
## stat89      -2.404e-02  5.692e-02  -0.422 0.672746    
## stat90      -1.231e-01  5.733e-02  -2.147 0.031798 *  
## stat91      -4.420e-02  5.674e-02  -0.779 0.436050    
## stat92      -1.054e-01  5.736e-02  -1.838 0.066153 .  
## stat93       1.442e-02  5.819e-02   0.248 0.804350    
## stat94       2.169e-02  5.703e-02   0.380 0.703694    
## stat95       2.463e-02  5.696e-02   0.432 0.665528    
## stat96      -2.507e-02  5.704e-02  -0.439 0.660329    
## stat97       1.865e-02  5.660e-02   0.330 0.741753    
## stat98       9.468e-01  5.597e-02  16.917  < 2e-16 ***
## stat99       1.062e-01  5.780e-02   1.837 0.066300 .  
## stat100      1.872e-01  5.733e-02   3.265 0.001103 ** 
## stat101     -6.744e-02  5.811e-02  -1.160 0.245932    
## stat102     -1.487e-03  5.684e-02  -0.026 0.979130    
## stat103     -7.084e-02  5.783e-02  -1.225 0.220697    
## stat104     -4.217e-02  5.700e-02  -0.740 0.459400    
## stat105      1.169e-01  5.698e-02   2.051 0.040302 *  
## stat106     -4.959e-02  5.699e-02  -0.870 0.384265    
## stat107      1.315e-02  5.740e-02   0.229 0.818745    
## stat108     -2.942e-02  5.727e-02  -0.514 0.607469    
## stat109     -3.762e-02  5.682e-02  -0.662 0.507959    
## stat110     -8.967e-01  5.666e-02 -15.826  < 2e-16 ***
## stat111      2.758e-02  5.702e-02   0.484 0.628649    
## stat112     -3.112e-02  5.759e-02  -0.540 0.589003    
## stat113     -1.426e-03  5.736e-02  -0.025 0.980170    
## stat114      3.470e-02  5.713e-02   0.607 0.543660    
## stat115      7.429e-02  5.722e-02   1.298 0.194239    
## stat116      2.384e-02  5.744e-02   0.415 0.678142    
## stat117      5.650e-02  5.719e-02   0.988 0.323183    
## stat118      2.903e-02  5.693e-02   0.510 0.610113    
## stat119      4.064e-02  5.725e-02   0.710 0.477805    
## stat120     -5.773e-02  5.643e-02  -1.023 0.306325    
## stat121      3.670e-02  5.703e-02   0.644 0.519862    
## stat122     -6.160e-02  5.705e-02  -1.080 0.280355    
## stat123     -1.627e-03  5.810e-02  -0.028 0.977662    
## stat124     -1.176e-02  5.694e-02  -0.207 0.836359    
## stat125      9.877e-03  5.716e-02   0.173 0.862825    
## stat126      1.036e-01  5.706e-02   1.816 0.069381 .  
## stat127     -4.994e-02  5.695e-02  -0.877 0.380618    
## stat128     -1.548e-01  5.674e-02  -2.728 0.006387 ** 
## stat129      1.248e-02  5.680e-02   0.220 0.826044    
## stat130      6.341e-02  5.725e-02   1.108 0.268101    
## stat131      4.252e-02  5.720e-02   0.743 0.457256    
## stat132      2.991e-02  5.685e-02   0.526 0.598868    
## stat133      7.470e-02  5.730e-02   1.304 0.192421    
## stat134      1.613e-02  5.675e-02   0.284 0.776225    
## stat135     -1.140e-01  5.717e-02  -1.995 0.046115 *  
## stat136      1.877e-02  5.727e-02   0.328 0.743057    
## stat137      1.786e-02  5.637e-02   0.317 0.751445    
## stat138      2.182e-02  5.698e-02   0.383 0.701843    
## stat139      1.796e-02  5.723e-02   0.314 0.753659    
## stat140      1.155e-02  5.687e-02   0.203 0.839089    
## stat141      7.075e-02  5.676e-02   1.247 0.212607    
## stat142      1.208e-02  5.787e-02   0.209 0.834683    
## stat143      7.083e-03  5.710e-02   0.124 0.901293    
## stat144      1.599e-01  5.687e-02   2.812 0.004937 ** 
## stat145     -7.801e-02  5.782e-02  -1.349 0.177358    
## stat146     -1.864e-01  5.731e-02  -3.253 0.001151 ** 
## stat147     -6.048e-02  5.794e-02  -1.044 0.296603    
## stat148     -7.885e-02  5.682e-02  -1.388 0.165337    
## stat149     -1.741e-01  5.770e-02  -3.017 0.002563 ** 
## stat150     -2.127e-04  5.738e-02  -0.004 0.997042    
## stat151     -1.543e-02  5.792e-02  -0.266 0.789895    
## stat152      2.596e-02  5.701e-02   0.455 0.648915    
## stat153      8.343e-02  5.793e-02   1.440 0.149879    
## stat154     -7.774e-03  5.772e-02  -0.135 0.892875    
## stat155     -1.463e-02  5.719e-02  -0.256 0.798088    
## stat156      8.694e-02  5.748e-02   1.513 0.130447    
## stat157     -3.131e-02  5.669e-02  -0.552 0.580798    
## stat158     -4.111e-03  5.769e-02  -0.071 0.943184    
## stat159      9.523e-03  5.671e-02   0.168 0.866638    
## stat160      6.432e-02  5.722e-02   1.124 0.261074    
## stat161      1.801e-02  5.752e-02   0.313 0.754266    
## stat162     -9.042e-02  5.651e-02  -1.600 0.109640    
## stat163      4.708e-02  5.782e-02   0.814 0.415527    
## stat164      2.489e-02  5.755e-02   0.433 0.665393    
## stat165      6.987e-02  5.718e-02   1.222 0.221824    
## stat166     -7.134e-02  5.659e-02  -1.261 0.207525    
## stat167     -6.640e-02  5.702e-02  -1.164 0.244288    
## stat168     -2.001e-02  5.671e-02  -0.353 0.724248    
## stat169     -1.182e-02  5.749e-02  -0.206 0.837130    
## stat170     -4.668e-03  5.731e-02  -0.081 0.935087    
## stat171     -3.719e-02  5.745e-02  -0.647 0.517387    
## stat172      1.502e-01  5.705e-02   2.633 0.008496 ** 
## stat173     -2.598e-03  5.757e-02  -0.045 0.964008    
## stat174      9.298e-02  5.714e-02   1.627 0.103770    
## stat175     -1.147e-01  5.750e-02  -1.994 0.046149 *  
## stat176     -2.386e-02  5.674e-02  -0.420 0.674188    
## stat177     -8.789e-02  5.758e-02  -1.526 0.126952    
## stat178     -1.121e-03  5.762e-02  -0.019 0.984478    
## stat179     -1.125e-04  5.691e-02  -0.002 0.998423    
## stat180     -3.427e-03  5.694e-02  -0.060 0.952006    
## stat181      6.143e-02  5.717e-02   1.074 0.282648    
## stat182      9.044e-02  5.757e-02   1.571 0.116240    
## stat183      4.358e-02  5.695e-02   0.765 0.444126    
## stat184      3.612e-03  5.755e-02   0.063 0.949969    
## stat185      1.065e-02  5.679e-02   0.187 0.851307    
## stat186      2.604e-02  5.783e-02   0.450 0.652564    
## stat187     -5.582e-02  5.701e-02  -0.979 0.327579    
## stat188      4.605e-02  5.707e-02   0.807 0.419801    
## stat189     -7.482e-03  5.739e-02  -0.130 0.896282    
## stat190     -1.053e-02  5.703e-02  -0.185 0.853486    
## stat191     -2.680e-02  5.735e-02  -0.467 0.640308    
## stat192      6.949e-03  5.829e-02   0.119 0.905098    
## stat193      1.250e-02  5.787e-02   0.216 0.829050    
## stat194     -2.335e-02  5.716e-02  -0.409 0.682888    
## stat195     -2.277e-02  5.757e-02  -0.396 0.692429    
## stat196     -6.405e-02  5.787e-02  -1.107 0.268482    
## stat197     -6.444e-02  5.672e-02  -1.136 0.255983    
## stat198     -2.276e-02  5.724e-02  -0.398 0.690869    
## stat199      5.630e-02  5.686e-02   0.990 0.322128    
## stat200     -7.753e-02  5.641e-02  -1.374 0.169344    
## stat201      6.240e-02  5.739e-02   1.087 0.276991    
## stat202      4.789e-03  5.776e-02   0.083 0.933920    
## stat203      3.387e-02  5.694e-02   0.595 0.551996    
## stat204     -3.442e-02  5.681e-02  -0.606 0.544659    
## stat205      1.867e-03  5.644e-02   0.033 0.973619    
## stat206     -7.531e-02  5.710e-02  -1.319 0.187234    
## stat207      1.163e-01  5.729e-02   2.030 0.042385 *  
## stat208      4.964e-02  5.749e-02   0.863 0.387940    
## stat209     -3.018e-02  5.698e-02  -0.530 0.596345    
## stat210     -9.023e-02  5.753e-02  -1.569 0.116806    
## stat211     -6.011e-02  5.717e-02  -1.051 0.293127    
## stat212      3.264e-02  5.716e-02   0.571 0.568037    
## stat213     -5.487e-02  5.757e-02  -0.953 0.340543    
## stat214     -1.571e-02  5.705e-02  -0.275 0.783063    
## stat215     -1.050e-02  5.710e-02  -0.184 0.854158    
## stat216     -7.282e-02  5.690e-02  -1.280 0.200719    
## stat217      6.858e-02  5.715e-02   1.200 0.230206    
## sqrt.x18     7.104e+00  2.166e-01  32.797  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 7.322 on 5467 degrees of freedom
## Multiple R-squared:  0.345,  Adjusted R-squared:  0.3162 
## F-statistic:    12 on 240 and 5467 DF,  p-value: < 2.2e-16
cd.full2 = plot.diagnostics(model.full2, data.train2)

## [1] "Number of data points that have Cook's D > 4/n: 313"
## [1] "Number of data points that have Cook's D > 1: 0"
# much more normal residuals than before. 
# See if you can check the distribution (boxplots) of the high leverage points and the other points
model.null = lm(grand.mean.formula, data.train)
summary(model.null)
## 
## Call:
## lm(formula = grand.mean.formula, data = data.train)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -29.475  -7.111  -1.418   5.765  57.048 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 125.3874     0.1384   906.1   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 10.72 on 6001 degrees of freedom
plot.diagnostics(model.null, data.train)

## hat values (leverages) are all = 0.0001666111
##  and there are no factor predictors; no plot no. 5

## Warning in plot.window(...): relative range of values = 32 * EPS, is small
## (axis 2)

## [1] "Number of data points that have Cook's D > 4/n: 288"
## [1] "Number of data points that have Cook's D > 1: 0"
##         3167         2628         2824         3867         6081 
## 2.766968e-04 6.075751e-04 1.752800e-05 1.420833e-03 6.526420e-06 
##         3220         4244         8540         1169         2211 
## 6.272686e-05 4.230348e-04 1.429094e-05 8.588340e-06 1.067298e-05 
##         6546         4289         1976         8380         2866 
## 2.807454e-05 1.831550e-04 1.506575e-05 3.787546e-06 6.494500e-05 
##         3788         8053         9864          416         9047 
## 7.224316e-04 2.419123e-04 8.234212e-05 1.787319e-04 1.550165e-04 
##         9999         5828          295         6445         2207 
## 6.988131e-04 1.898714e-06 4.563399e-07 1.366178e-03 1.914186e-03 
##         7690         9633         4140          663         3196 
## 1.851851e-04 2.888545e-04 4.802821e-05 4.518087e-07 9.375271e-05 
##         2840         7120           90         4490         6380 
## 1.898486e-04 1.417958e-05 3.989482e-05 4.516913e-05 1.376145e-05 
##          967         3004         1799         3419         3587 
## 4.968134e-05 2.142821e-05 8.099256e-05 7.927365e-08 3.932224e-05 
##         5428          239         5688         7541         2251 
## 6.711402e-05 1.316702e-04 4.716176e-05 1.160898e-04 2.325306e-05 
##         3825         2835         7938         8698         7260 
## 3.502886e-04 5.293986e-07 6.723090e-05 3.581464e-04 3.744974e-06 
##         6975         6994         6857         7142         1894 
## 7.485017e-05 6.646784e-06 1.055727e-04 4.962125e-05 1.174059e-03 
##          194          380         8328         6204          139 
## 8.281760e-06 2.716333e-06 2.401745e-04 1.633627e-04 2.219861e-04 
##         2906         7989         9096         1831         7750 
## 1.969344e-04 2.879622e-05 1.837915e-06 1.091072e-04 2.544308e-06 
##         3234         8613         6837         4075         9425 
## 5.385971e-04 1.511735e-04 4.230136e-05 7.550008e-06 4.627807e-04 
##         8638         6781         7776         6574         5504 
## 8.903560e-07 1.818659e-04 6.082949e-05 2.103581e-04 2.138838e-05 
##         2176         8304         6554          584         5371 
## 1.660370e-05 4.563565e-06 1.077894e-05 8.221658e-05 1.120124e-03 
##         8509         9291         1015         8768         2002 
## 3.123289e-06 4.289249e-04 3.759614e-03 1.349060e-04 8.218300e-05 
##         5639         7835         8466         7308          203 
## 4.738501e-04 4.269886e-06 3.968390e-05 2.385441e-05 6.500769e-05 
##         7861         5452         6130         9697         4380 
## 4.098414e-06 2.442987e-04 3.257722e-05 4.023593e-04 6.648707e-04 
##         2068         8978         8209         3410         5215 
## 7.318584e-05 2.330067e-05 6.708983e-05 1.274697e-06 2.094846e-06 
##         2420         6525         8052         9686         4308 
## 3.891689e-04 3.199670e-05 6.509774e-06 2.625818e-04 3.340661e-07 
##         8757         6043         4787         3622         2244 
## 9.558891e-06 2.216363e-04 1.115245e-04 1.279303e-05 5.553771e-06 
##         4837         5522         3061          526         3786 
## 1.483131e-04 2.680462e-05 1.189356e-05 2.660867e-04 6.452981e-05 
##         6217         4098          212         9630         3005 
## 2.830533e-04 1.697948e-04 1.181216e-04 1.584876e-04 2.741402e-05 
##          187         6293         4454         2505           14 
## 2.047225e-05 3.524712e-04 3.333449e-05 1.565678e-06 1.173125e-05 
##          371         4034         2596         7397         7538 
## 2.466190e-04 2.704488e-04 2.425059e-05 1.903970e-04 9.136198e-05 
##         1008          343         7313         2953          241 
## 4.714950e-04 1.092714e-03 3.400492e-04 4.605558e-06 3.289767e-06 
##         8008         9602         3152         8950         3087 
## 2.564568e-04 1.813676e-05 1.407687e-08 1.859513e-05 9.914654e-05 
##         9676         7848         5327         5763         4192 
## 9.216358e-05 1.982943e-05 5.529417e-05 3.805756e-05 2.720011e-04 
##         5339         6898          540         8763         9340 
## 8.314713e-05 1.815243e-03 1.645205e-04 5.287024e-05 1.859508e-05 
##         3074         1134         8708         1589         6084 
## 1.023458e-05 7.411629e-05 1.442302e-04 2.438302e-04 4.531082e-06 
##         6545         1942         5446         3247         7894 
## 3.725938e-04 1.109797e-05 4.401416e-04 6.231259e-04 8.816285e-07 
##         3927         4207         3182         9715         9967 
## 4.896905e-05 2.911860e-06 5.190506e-05 6.346447e-04 2.056013e-05 
##         1294         4100         9817         3655         5413 
## 5.524670e-04 2.036042e-04 2.542384e-04 1.084125e-04 6.925690e-04 
##         3266           82         9971         5051         8998 
## 2.278037e-04 2.521548e-05 1.319757e-04 1.441672e-04 6.590720e-05 
##         2630         3224         4129         2719          174 
## 1.541882e-05 3.149339e-04 3.416835e-04 6.781526e-06 5.901212e-04 
##         3157         4819         9305         3277         2934 
## 1.645252e-05 2.649582e-05 1.236130e-04 3.059425e-04 5.508135e-05 
##         8444         6684         5770         4435          236 
## 1.607276e-04 7.891395e-05 1.016927e-04 3.808692e-04 1.617149e-04 
##         6653         8217         2115         9091           91 
## 9.000036e-05 2.822148e-05 1.176107e-04 8.115263e-05 5.728443e-06 
##         3233         7729         7886         1300         1652 
## 2.596428e-04 9.480635e-05 1.885576e-05 4.410587e-07 1.884735e-06 
##         4021         3370         4134         3223         5997 
## 8.558135e-05 1.693246e-04 2.147292e-05 3.812672e-05 3.091550e-06 
##          581         2999         7105          900         3297 
## 1.603670e-06 4.765714e-05 4.424617e-05 4.929250e-04 9.097682e-06 
##         4812         8673         3590         3608          704 
## 5.545014e-04 5.253449e-04 9.685688e-05 1.822791e-05 3.466979e-04 
##         6408         4565         3390         9420         9237 
## 6.986565e-04 1.138745e-04 1.079480e-04 7.691498e-05 4.861885e-05 
##         6320         2497         8697          625         1850 
## 6.751408e-04 1.208127e-04 3.916120e-05 2.155656e-04 8.937283e-06 
##         1277         7669         1322         5547         2708 
## 5.934206e-04 6.154492e-06 1.246768e-04 5.987517e-05 1.604400e-05 
##         2169         3434         1674         1752         7337 
## 1.669039e-06 5.445608e-04 2.689397e-04 5.900723e-07 2.698004e-05 
##         5067         9326         1014         9208         8997 
## 5.450977e-05 3.513242e-04 1.143281e-04 1.778436e-04 1.775451e-04 
##         1477         3586         1594         3685         6252 
## 1.084970e-03 6.788091e-06 1.368624e-04 1.100579e-05 9.239413e-05 
##         7787         2798         5462         1877         6101 
## 6.078699e-05 3.694628e-06 6.647883e-05 1.071869e-07 5.056363e-04 
##         6175         9087         1067         1524         2908 
## 9.749990e-06 6.226974e-06 8.045072e-05 1.436760e-06 1.019852e-04 
##         7909         6373         4221         1767         5125 
## 1.347693e-03 3.626183e-05 5.247598e-05 8.206428e-05 3.386400e-06 
##         9215         5664         5274         3130         8855 
## 5.217648e-05 5.881024e-04 1.212927e-05 1.259591e-04 2.106741e-04 
##         9765         8424         4886         2857         4239 
## 3.234798e-06 3.427250e-06 2.129705e-05 1.310146e-05 2.112833e-06 
##         6387         9932         1900         7956         7930 
## 1.096877e-05 3.028943e-04 3.832405e-04 2.725721e-05 2.015069e-05 
##         1451         4883         5894         9995         9478 
## 5.920975e-07 5.598439e-06 1.653003e-05 1.241725e-04 5.510618e-05 
##         4150         8404         6357         9354         5086 
## 7.481411e-05 3.856726e-04 2.029964e-05 8.914536e-05 9.246313e-05 
##         1622          370         6940         7888          679 
## 1.387952e-03 1.486051e-03 4.819378e-04 3.246234e-04 2.339714e-04 
##         1922         1794         5092         1579         7449 
## 6.497271e-05 1.797742e-04 7.647642e-05 6.048561e-06 7.350004e-06 
##         2120         7926         1608         3666         6349 
## 3.726885e-07 1.238352e-04 4.406519e-04 8.651543e-06 5.408063e-05 
##         3360          602          981         7291         9188 
## 2.387790e-04 2.459060e-04 8.386794e-05 1.943565e-04 1.971250e-05 
##         3684         2584         7234         8154         7381 
## 9.003384e-05 4.012316e-04 4.198277e-04 1.426527e-06 7.559075e-06 
##         7950         2546         4482          215         5643 
## 1.409656e-07 1.669452e-05 6.643084e-05 2.061713e-05 3.397902e-05 
##         4796         7320         4562         7756         9145 
## 1.604801e-05 6.113499e-06 2.631949e-04 6.848600e-05 2.539502e-04 
##         3963         8070         6763         8688          719 
## 7.027402e-06 3.180469e-05 4.178068e-05 9.946228e-08 7.038299e-06 
##         6371         4546         1202         6888         7389 
## 6.362684e-05 9.146741e-05 4.869439e-05 4.816980e-05 1.694058e-04 
##         2851         6242         6377         2972         2151 
## 6.311671e-07 6.917609e-04 3.779414e-07 5.362731e-05 9.643263e-05 
##         7674         3460         7267         7475          516 
## 1.477307e-03 7.221570e-05 2.179706e-04 2.963032e-06 3.803949e-04 
##         4422         2873         1232         3117         9120 
## 2.937500e-04 5.664177e-05 3.233657e-05 3.126169e-07 1.094212e-05 
##         3780         4563         4093         1863         7249 
## 2.420258e-04 1.871579e-06 1.150146e-04 2.423244e-05 4.508787e-05 
##         6959         2870         1611         2933         7374 
## 6.858755e-05 3.235689e-04 7.617995e-07 2.054248e-05 1.060176e-03 
##         6353         3470         4887         1311         5521 
## 2.728707e-06 1.183098e-04 4.634961e-04 4.582865e-05 1.549543e-04 
##         6407         2046         7482         2952         8716 
## 1.871042e-04 2.643141e-04 1.289744e-05 2.183736e-04 1.530893e-05 
##         4993         5258          755         4604         2831 
## 8.462313e-06 3.530730e-05 4.924877e-10 1.492712e-04 3.219589e-04 
##         9558         7727         1610         6364         3650 
## 9.795744e-05 7.429858e-07 1.624528e-05 6.494312e-06 2.146988e-04 
##         2525         3430         3204         5454         7527 
## 3.256730e-08 1.111175e-05 1.393890e-05 7.298309e-05 1.595830e-06 
##         7534         7521         3239         8955         3694 
## 1.456300e-04 2.995088e-04 1.939093e-06 1.366797e-05 2.161657e-03 
##         9070         8719         7648         5233         9097 
## 1.527569e-04 3.977542e-05 1.757283e-05 3.061263e-05 4.964550e-07 
##          424         1004         2414          857         9997 
## 2.590075e-04 6.184590e-05 7.396591e-05 2.629992e-04 5.953834e-06 
##         7021         9279          932         7310         9045 
## 9.120386e-07 3.140234e-04 3.166925e-04 3.457938e-05 7.252833e-05 
##         5715         7051         5579         1101         1349 
## 1.326268e-05 6.415299e-06 9.017809e-06 3.852165e-05 1.952005e-04 
##         8151          438           38         3468         7598 
## 5.780132e-07 5.122936e-06 1.241996e-05 3.167856e-05 1.240119e-04 
##         6132         9115         4906         7667         7412 
## 7.441425e-05 1.216460e-04 9.123204e-07 3.191529e-05 2.419350e-05 
##         9333         9717         9173         6182         5958 
## 1.753783e-04 1.478209e-05 2.928589e-06 1.537239e-04 5.594908e-07 
##         6334         2314         4360           67         8420 
## 4.593751e-05 1.136030e-04 1.313428e-04 2.395343e-04 5.246034e-05 
##         2698         7583           54         7413         4893 
## 2.517911e-04 1.599206e-04 7.352803e-04 1.004645e-04 7.027084e-06 
##         8029         8284         7360         2637         9073 
## 1.397341e-04 1.277492e-05 1.575045e-04 1.631300e-04 4.236016e-04 
##         5062         4983         2620          763         3212 
## 1.813718e-05 7.155190e-06 3.200033e-05 6.488176e-05 1.683911e-08 
##         2744         9471         2058         3200         5685 
## 4.854509e-07 3.070369e-05 1.504323e-05 1.234358e-07 2.026742e-05 
##         9487         6650           29         7811         7851 
## 3.298805e-05 3.503598e-04 8.288766e-05 1.057256e-08 4.137148e-05 
##         9121         7999         2187         3949         8976 
## 2.276749e-08 8.995765e-06 1.992997e-04 2.204132e-05 2.103542e-04 
##         3187         9231         6896         4912         9782 
## 2.447295e-04 4.321659e-05 3.098518e-04 7.156234e-05 2.742926e-04 
##         5683         1130         4466         2843         4170 
## 2.796515e-04 2.325997e-06 2.100173e-04 4.820414e-05 2.401290e-04 
##         9815         8986         8560          807         9650 
## 6.331368e-06 1.804450e-04 6.551461e-05 8.754276e-05 6.978894e-05 
##          749         5014         5392          334         6314 
## 1.803523e-05 2.884737e-04 6.168260e-05 1.858631e-05 1.861155e-04 
##         5093         8389         8542         1630         4692 
## 4.976219e-05 1.230464e-04 1.124115e-05 1.588202e-05 7.580757e-06 
##         6872         9463          213         4439         3512 
## 1.965990e-05 3.301849e-08 1.641325e-03 1.718706e-05 1.826735e-04 
##         6517         3163         5247         8344         3190 
## 7.190662e-06 1.615420e-05 1.916583e-05 4.253797e-05 6.193759e-06 
##          335          124         5953         8384         2638 
## 9.025665e-04 1.237473e-04 1.052982e-04 2.541354e-07 1.341703e-04 
##         4494         6103          318         4348         9119 
## 2.205949e-03 1.752652e-05 5.073955e-06 1.277723e-05 2.652696e-05 
##           16          906         4247         5719         5037 
## 1.543603e-04 2.271936e-04 3.263342e-04 7.692329e-05 7.220569e-05 
##          511         3852         6669         5657          782 
## 3.661541e-05 7.141863e-04 7.468342e-04 3.698662e-05 4.874546e-05 
##         4600         6376         8917         7588         2962 
## 1.564299e-07 1.386889e-04 6.536168e-04 4.269636e-05 1.974766e-04 
##         6783         6595         5474         7203         4631 
## 6.496485e-04 2.225815e-04 4.369260e-04 1.910711e-03 4.444860e-05 
##         9449         2983         4119          479         6507 
## 2.395339e-04 6.398318e-05 4.167797e-04 3.439950e-05 5.516170e-04 
##         1478         9824         1994         5816         7524 
## 1.284932e-06 9.551535e-05 6.661372e-04 4.636706e-05 1.960797e-04 
##         7015         9451         6306         4625         9713 
## 4.796818e-08 6.299818e-04 4.073281e-05 7.739177e-05 9.513507e-05 
##         1244          271         3235         1540         4149 
## 7.179724e-04 3.379966e-05 1.001024e-05 5.155900e-05 4.045379e-04 
##         5315         9017         1903         1239         2010 
## 1.738429e-04 1.132996e-04 3.684519e-05 3.287943e-05 1.905084e-05 
##         4476         9389         7012         3583         2161 
## 9.405879e-06 1.159847e-07 1.286161e-05 2.651290e-06 2.869477e-05 
##         5518         8454         1984         7763         1078 
## 8.862170e-04 1.229452e-04 7.194603e-05 1.247503e-05 2.306257e-06 
##         9929         3340         6069         6106         6174 
## 2.784893e-05 1.480737e-05 1.648611e-04 2.646392e-06 4.697897e-05 
##         5614         3682          809          825         7777 
## 4.784008e-05 1.859623e-04 1.118587e-04 3.712994e-04 1.315831e-04 
##         9592         7461          887         5718         4384 
## 8.157040e-04 2.510840e-05 4.589916e-05 1.930724e-06 1.165909e-03 
##         2091         4668         5706         9259         8357 
## 7.153364e-04 5.361152e-06 2.738577e-04 4.688677e-04 5.012739e-05 
##         5032         3397         7736         1156         6191 
## 3.990090e-04 3.272135e-05 1.535382e-06 5.622889e-05 6.603142e-07 
##         8410         7217         3386         6894          392 
## 1.533443e-04 1.474362e-05 2.406382e-05 2.611503e-04 9.546264e-05 
##         1757          939          341         8559         9553 
## 2.110129e-05 7.007199e-05 8.172819e-05 2.131606e-05 1.114476e-05 
##         6466         3821         5777         4670         2426 
## 2.156259e-04 8.184619e-05 2.259351e-04 2.167648e-04 4.012563e-04 
##         7952          797         4269         4955         9426 
## 1.472654e-03 6.747444e-06 1.041979e-03 2.301370e-04 1.751526e-04 
##         2430         3690         4623         9099         6901 
## 2.551954e-05 2.628292e-05 4.811519e-06 3.253124e-04 1.522749e-03 
##         8777         7718         6092         4854         2478 
## 1.408760e-04 7.688794e-05 1.882682e-08 1.566240e-05 9.171658e-05 
##         9502         9170         9019         8323         2772 
## 3.482656e-07 8.344445e-05 1.278193e-07 1.080915e-04 5.802248e-05 
##         6433         7739         4624         9427         9906 
## 1.691215e-04 4.633658e-05 2.133927e-05 3.637324e-04 1.354904e-04 
##         1606         4910         1810         8088         5453 
## 4.303654e-05 5.094335e-04 1.640077e-03 2.131344e-05 1.998838e-04 
##         9082         3481         5844           96         3965 
## 8.079573e-05 1.578954e-07 5.469442e-04 1.932650e-07 6.359241e-05 
##         7508         3570         3766         8747          951 
## 1.045689e-05 1.051492e-07 3.604519e-07 9.389455e-06 1.151428e-04 
##         3147         3750         9775         5656         7480 
## 3.390605e-04 1.279111e-04 9.041019e-05 4.236278e-04 1.514564e-04 
##         2799         2403         3090         1852         4078 
## 5.615606e-05 2.155868e-06 1.307264e-05 2.069265e-05 1.023948e-06 
##         9761         8962         8856         1303         6295 
## 1.668942e-04 1.901681e-05 4.860532e-06 1.242980e-03 1.120256e-03 
##         7928         1586         3783         2017         3473 
## 2.095818e-04 1.701515e-04 1.707848e-04 2.632455e-04 1.732137e-04 
##         8969          779         1759         6044         5497 
## 1.280001e-05 9.144739e-04 9.532851e-05 1.181300e-06 6.122555e-06 
##         4139         5703         7978         1811         7745 
## 2.000494e-03 9.747546e-05 5.483733e-05 5.416015e-05 1.573249e-06 
##         4383         6999         1963         4156         2088 
## 3.237027e-05 3.438723e-05 6.431833e-06 2.211636e-06 5.733214e-07 
##         9528         7417         9763         2308         1360 
## 3.855432e-07 4.739851e-05 2.047238e-05 1.059340e-04 1.360913e-04 
##          804         1452         7429         6973         8142 
## 5.354064e-04 4.510217e-06 5.764557e-05 9.648854e-06 4.347050e-05 
##         6804         4484         3860         8510         7818 
## 7.395528e-04 5.469489e-05 2.318782e-04 3.164844e-04 2.422025e-06 
##         4519         7033         1734         2225         6379 
## 2.278498e-05 4.045140e-07 1.793574e-04 8.146951e-05 1.366494e-05 
##         7125         6575         1937         9207          103 
## 1.029854e-04 1.146528e-05 1.881349e-04 6.154667e-05 7.974872e-05 
##         2196         7220         4567         2720         4926 
## 3.760845e-05 6.093089e-05 5.022314e-06 7.391215e-05 1.201584e-05 
##          968         7141         2932         1241         2142 
## 9.475748e-05 6.914868e-05 9.607295e-05 4.642651e-05 1.117506e-04 
##         8546         9745         9381         6505         4880 
## 7.037171e-05 9.246297e-06 1.997681e-04 9.847340e-05 8.198182e-05 
##          250         9606          136         7479          402 
## 7.419667e-07 1.560594e-04 4.738809e-05 3.392338e-04 5.082281e-05 
##         6726         7542         2675         3177         1505 
## 2.077863e-04 1.589999e-04 3.117618e-04 1.303873e-04 1.986927e-04 
##         5298         6680         6030         1006         9477 
## 4.880229e-05 2.649366e-06 4.654880e-05 5.413777e-05 1.472579e-04 
##         3789         9356         1442         6704         6532 
## 1.298791e-04 9.951749e-06 7.942264e-06 4.135012e-04 1.166715e-04 
##         1286         1710         7452         5395         1424 
## 1.913893e-05 7.318395e-06 9.458378e-04 4.734894e-05 1.123938e-04 
##         4195         9364         6807         4698         2436 
## 6.897844e-05 1.466031e-03 1.834214e-05 5.855032e-06 8.083221e-05 
##         1627         5299         9504         2545         8593 
## 4.061310e-05 7.550415e-05 5.493017e-05 2.431750e-08 2.235744e-04 
##         1049         4264         2758         8561         9316 
## 2.395950e-04 8.095167e-04 5.132580e-05 1.298975e-06 9.246174e-05 
##         1474         6750         8995         2304         5832 
## 8.579479e-08 1.359629e-04 1.880238e-04 1.417273e-04 2.860361e-05 
##         3534         5813          270         9891         8569 
## 7.876201e-05 1.061958e-04 5.390489e-07 2.355445e-05 8.934435e-06 
##         2325         3427         2429         8073         1969 
## 4.230237e-05 2.388976e-04 4.727638e-05 2.497877e-05 2.766935e-05 
##          199         3803         3341         7346          864 
## 2.708017e-04 2.509372e-05 1.239525e-05 2.701665e-04 4.800977e-05 
##         9509         6955         3321         2677         3799 
## 1.677493e-04 7.939933e-05 4.304297e-05 5.361446e-06 5.707125e-06 
##         9838         8942          620         6800         9861 
## 1.695108e-05 2.230132e-04 3.038562e-04 1.859934e-04 8.696751e-06 
##         5112         5157         2469          933         5595 
## 5.254355e-05 2.162016e-05 3.321861e-05 5.523563e-05 6.561200e-05 
##         5248         9072         2712         7697         5628 
## 2.346081e-05 2.988745e-08 1.344253e-05 1.521205e-04 4.925888e-06 
##         5150         9513         7887         9399         8834 
## 3.525372e-04 2.374786e-06 2.342329e-05 1.293519e-05 1.329945e-05 
##         4587         7325         9195         6668         2623 
## 1.288625e-05 4.751769e-05 9.964569e-07 3.820132e-05 1.197686e-04 
##         3006          948         8233         6840         5156 
## 4.408762e-05 9.802895e-05 8.336699e-05 4.404954e-05 2.930670e-06 
##         9807          340          828         1184         2055 
## 6.963743e-06 5.115064e-05 1.829827e-04 9.684718e-06 1.220729e-04 
##         2386         9661         1039         2531         2275 
## 4.413077e-06 1.655077e-06 2.854891e-05 1.414397e-04 3.406101e-05 
##         5366          568         7717         4752         6814 
## 1.719191e-05 5.946235e-04 1.873043e-05 5.425413e-06 7.950278e-05 
##         6720          810         6866          227           59 
## 3.672721e-04 8.587122e-06 1.118827e-05 1.960433e-04 1.075981e-05 
##         3768         9976         7613         6419         7902 
## 1.256655e-06 1.054394e-04 6.534075e-05 3.011476e-06 7.608484e-05 
##         3849         8358         5414         4650         6790 
## 5.896369e-05 7.035630e-05 7.565341e-05 1.978332e-05 2.023058e-05 
##         3762         4839          304         5373         1122 
## 1.293846e-06 2.957899e-06 1.658351e-06 8.948381e-06 1.870746e-04 
##         8742         9638         7509         4706         1489 
## 2.674616e-04 3.613666e-04 2.984847e-05 6.136411e-07 2.619044e-04 
##         5229         7115         5390         1450         5335 
## 4.126251e-05 2.258731e-07 2.866119e-04 2.905217e-05 1.690568e-06 
##         6877         5163         3822         9668          417 
## 4.636361e-04 2.357076e-05 6.739287e-05 2.141972e-05 5.676815e-05 
##         1667          316         4550         8724         2626 
## 9.121489e-04 1.274000e-08 5.993462e-06 2.130093e-05 7.677010e-06 
##         1935         2272         5088         7411         5986 
## 5.483431e-05 4.475378e-04 1.111583e-04 1.667152e-08 3.253519e-05 
##         2536          312         9759         2353         3932 
## 3.084266e-03 1.027398e-04 2.594912e-04 1.927648e-06 4.262688e-09 
##         2696         2742         8933          921         5686 
## 2.075564e-04 1.760763e-06 8.027985e-04 2.557692e-04 5.189572e-05 
##         2754         8195         7937         1323         6637 
## 8.688953e-05 8.428147e-07 1.114523e-03 3.473079e-06 6.753367e-04 
##         9292         3064         9725           51         6976 
## 9.905574e-05 6.643706e-04 4.372304e-05 3.397438e-05 1.075344e-04 
##         2216         9518          992          964         3192 
## 3.122388e-03 1.849646e-06 6.153061e-05 1.235581e-05 6.264436e-04 
##         5631         4964         8365         6936         6992 
## 4.874546e-06 2.895453e-05 3.124660e-05 5.668892e-06 1.018367e-04 
##         7518         1298         4067         5538         1127 
## 5.098134e-04 3.006609e-05 1.020184e-07 3.823674e-05 1.945778e-05 
##         7670         2184         2989         6290         6374 
## 1.029956e-04 7.361805e-05 1.920464e-04 7.040774e-04 7.868263e-05 
##         2197         3067         2411         2032         3405 
## 5.936446e-05 1.307159e-04 5.575044e-05 4.277521e-05 6.618429e-05 
##         7807         2895         5378         7035          832 
## 4.959585e-05 6.659421e-05 7.516972e-06 6.029495e-05 1.358483e-04 
##         2905         4352           42         4902         3194 
## 1.481926e-05 8.787103e-05 4.000134e-04 2.637053e-04 6.110261e-04 
##         5722         8291         2697         2614          356 
## 1.136495e-04 8.945365e-06 1.867314e-04 4.033277e-05 8.970342e-05 
##         5204         9225         2869         1673         1062 
## 2.617879e-05 1.280462e-04 5.288541e-05 1.555946e-04 1.873488e-05 
##         5895         7979         2694         8513         5767 
## 5.471502e-04 1.173199e-05 4.376569e-06 6.677916e-07 1.618565e-05 
##         2819         5227         4359         7529         5990 
## 5.768270e-05 3.876652e-06 1.058858e-05 7.022572e-05 5.974745e-06 
##         6207         5529         4641         7560         8177 
## 2.260461e-04 2.643422e-04 3.368714e-07 1.873642e-04 5.054262e-05 
##         5236         6162         4035          653         8734 
## 9.235098e-04 2.768330e-05 1.169719e-04 6.229513e-04 1.544402e-04 
##         4469         7947         7433         3816         1819 
## 5.340629e-04 4.163777e-05 1.223158e-04 2.579095e-04 2.542177e-05 
##         6194         1542         3050         9882         6145 
## 1.731505e-04 6.306942e-05 6.398488e-05 1.614439e-04 7.927409e-05 
##         7428          459         7922         5884         1292 
## 9.587803e-05 1.758294e-06 1.381996e-04 5.642860e-04 1.219161e-04 
##         1404         8175         8193         8058         6481 
## 4.108170e-05 1.954659e-04 3.016018e-05 1.507389e-04 4.686517e-04 
##         1317         3467          149         6391         7742 
## 4.584085e-05 1.102925e-04 4.797453e-04 2.611098e-05 1.312945e-04 
##         8996         7117         3809         3893         1949 
## 2.492414e-05 2.088949e-04 8.072650e-05 4.692825e-05 2.915499e-06 
##         4767         6664         6970         5318         7658 
## 2.533630e-04 4.650369e-04 5.809104e-04 3.487196e-05 2.250885e-06 
##         6803         4339         6619         9098         9748 
## 4.356166e-05 5.550559e-05 3.574681e-05 5.339100e-05 3.431641e-06 
##         4302         1222         6773         8259         4776 
## 8.416053e-06 3.941118e-04 2.694634e-04 1.120256e-03 2.197103e-04 
##         8034         2427         4827         3813         6826 
## 5.649772e-09 7.002356e-05 4.729309e-04 1.205956e-05 1.931056e-04 
##         9849         8047         4552         8140         3950 
## 2.666896e-03 1.381172e-05 1.748590e-06 6.457980e-05 3.475246e-05 
##         7039         8979         5493         2029         3627 
## 6.171912e-04 4.262597e-05 4.909138e-05 1.283723e-04 2.975622e-05 
##         1295         9871         8753         3947         2273 
## 1.930869e-04 2.626117e-05 3.394678e-06 2.794154e-04 9.617986e-05 
##         6597         1816         7451         3727         2966 
## 3.012944e-04 1.800379e-05 5.753673e-04 3.445009e-06 8.848652e-05 
##         5640         7238         2732         4446         8857 
## 1.350451e-05 1.946549e-05 3.575588e-05 1.767549e-04 7.052920e-05 
##         8806         2159          256         3238         3092 
## 2.736156e-05 5.127505e-04 1.608252e-04 4.109478e-04 2.548031e-05 
##         3595         6276         6134         5448         7946 
## 5.339453e-05 3.602968e-04 6.964653e-05 8.307390e-05 2.657962e-06 
##         5764         9248         1665         2177         4154 
## 1.800504e-06 1.246099e-05 1.861054e-04 8.699441e-04 4.845866e-04 
##         4431         7279         9230          349         7860 
## 1.620507e-05 1.533293e-06 8.251771e-06 1.802983e-04 3.489779e-04 
##         4468         6460         3954         7703         4691 
## 1.424671e-05 3.987303e-06 5.107811e-04 9.354001e-05 2.111031e-05 
##         4371         8592         5357         5805         6495 
## 4.734440e-06 1.273453e-04 2.254408e-04 6.538241e-06 1.976052e-03 
##         8787         1599         7240          175         2174 
## 1.168902e-05 8.569672e-05 1.287892e-06 2.076736e-05 8.743506e-04 
##         9318         6308         7834          664         3472 
## 9.587956e-06 1.459304e-05 7.017232e-07 1.053388e-06 5.863665e-04 
##         4267         6539         5965         2844          378 
## 1.114491e-04 5.225774e-04 3.279894e-03 1.006911e-04 3.579860e-05 
##         6446         2355         5440         1533         4517 
## 3.239594e-05 1.100830e-04 1.290133e-05 2.510725e-07 2.424909e-05 
##         8798         5532         4647         2760         9714 
## 1.654036e-04 1.511286e-04 8.757495e-05 5.525088e-05 3.725922e-06 
##         5554         5930         1792         2977         2332 
## 4.939570e-05 2.340007e-07 7.258638e-05 3.019915e-07 2.634317e-05 
##         7196         6696         8813          513         5102 
## 3.387445e-05 3.112320e-05 1.821046e-05 3.504202e-06 5.463631e-05 
##         7157         3354         7545         8631         7913 
## 2.794683e-06 2.498403e-05 2.805626e-06 2.854983e-04 1.811118e-05 
##         2724         2729         7895         4744         9909 
## 7.053406e-07 6.061805e-07 3.365771e-04 2.387715e-05 6.121362e-06 
##         5548         9050         3276          322         1218 
## 1.354733e-04 2.056217e-04 1.361320e-05 1.255008e-04 3.105576e-04 
##         1509          673         3216         9680         6453 
## 5.001501e-05 1.400334e-04 1.528377e-04 1.285080e-04 4.590414e-05 
##         7998         1735         5003         6257         2360 
## 1.772059e-05 2.315910e-04 1.582570e-05 5.835564e-05 1.205244e-04 
##         9888         2424         3865         4497         2445 
## 6.824739e-05 8.124903e-05 2.321555e-04 8.729781e-05 1.323017e-03 
##         2003         4970         8280         6693         3114 
## 3.296414e-04 3.393762e-04 3.713352e-05 2.906246e-04 6.168715e-05 
##         8727         4848         4284         5276            4 
## 2.682616e-05 7.716248e-06 3.491585e-05 1.541816e-04 1.946450e-04 
##         8084         2009         2172         3107         7951 
## 2.455553e-05 6.727521e-04 1.323876e-05 3.055204e-05 1.003470e-03 
##         9235         6041         3189         1881          854 
## 6.868441e-05 3.521805e-04 3.722644e-04 3.755821e-04 5.029822e-06 
##         4745         9557         4306         7775         3367 
## 7.395889e-05 7.689883e-05 2.621224e-04 2.255805e-05 2.265823e-04 
##         1733         8122         6792         7732         4890 
## 9.925038e-06 5.101999e-05 1.903348e-04 7.729059e-06 1.618289e-05 
##          228         9647         9881         1584          762 
## 2.477611e-05 8.469709e-05 2.014068e-04 1.074385e-04 8.819683e-04 
##          742         1266         2512         4844         5066 
## 2.337623e-05 1.371013e-04 5.833811e-04 1.568099e-04 5.941798e-06 
##         6501         9844          885         9523         9387 
## 2.697218e-04 9.724967e-06 2.017076e-06 8.589121e-05 6.783022e-06 
##         6758         5307          716         5467         9323 
## 3.432516e-05 2.024763e-05 7.306167e-05 6.205826e-05 4.785256e-05 
##         9428         5712          658         2639         3209 
## 6.202388e-05 2.067764e-06 8.021722e-05 3.187840e-04 9.134481e-05 
##         7665         1754         5070         6496         8525 
## 8.437431e-05 9.597944e-07 2.797411e-05 2.537765e-05 1.293668e-07 
##          151         5792         8190         9125         8311 
## 1.668172e-05 4.776920e-07 3.764669e-04 9.574954e-07 4.944029e-05 
##          355         6351         6200         9749         7924 
## 1.193137e-05 6.539791e-05 1.360069e-04 1.075723e-07 3.645762e-06 
##         7830          234          993         9869         8863 
## 2.366299e-04 1.567982e-03 3.556121e-06 1.594570e-05 2.022802e-05 
##         7616         4323           20         1587         2533 
## 4.496125e-05 6.295778e-06 1.774314e-04 1.778749e-04 2.867719e-05 
##         6629         4084         6582         1880         9770 
## 1.834551e-04 5.553239e-05 8.466262e-05 8.957629e-05 1.195276e-07 
##         8519         6429         7268         4654         2114 
## 1.793507e-04 3.242832e-05 1.667523e-04 2.282985e-05 2.463296e-04 
##         4010         6016         5057         7728         1495 
## 2.982090e-04 9.347276e-05 4.051331e-05 5.364044e-07 1.223754e-04 
##         1441         4209         7995         2725         6666 
## 4.265993e-06 4.041946e-04 1.410808e-04 7.129735e-05 1.813464e-05 
##         6342         8839          830          494         1634 
## 1.146711e-04 9.502002e-06 7.920216e-06 6.729671e-04 1.710260e-05 
##         9139         1185         7987         7640         4142 
## 1.074223e-04 9.761026e-05 6.829615e-05 1.700937e-04 1.535428e-06 
##         3075         5404         8019         3024         1425 
## 5.722774e-05 2.579104e-04 1.036566e-05 9.001502e-05 7.641094e-05 
##          723         2131         8706         3447         8086 
## 1.298739e-05 1.580746e-04 1.076963e-04 1.130100e-05 5.659284e-05 
##         6156         8391         7831          838         6868 
## 2.711848e-04 6.252518e-06 7.550075e-07 4.567485e-04 8.163776e-06 
##         9700         9247         8651         8823         2770 
## 7.137712e-05 8.197524e-04 1.020857e-05 2.640883e-05 6.059439e-05 
##         2684         4904         4012         5837         7530 
## 7.096695e-05 1.256450e-04 2.870715e-06 7.688786e-05 1.382246e-04 
##          941         5418         7396         1650         3245 
## 2.374100e-05 6.972523e-05 4.054838e-06 2.128701e-04 3.203103e-05 
##         2806         1274         9855         5064         1968 
## 3.234066e-05 8.995584e-04 3.826425e-05 6.860704e-05 2.287894e-04 
##         7791         6915         7600          196         4375 
## 6.772430e-05 2.390142e-05 7.597162e-05 8.201280e-04 1.210886e-05 
##         3308         7124         4528         2455         5319 
## 6.394043e-05 1.765157e-05 1.060695e-04 1.354484e-04 1.958720e-04 
##         3582         1912         8412         7094         7910 
## 5.278499e-05 1.076607e-05 5.911128e-05 5.303392e-04 3.563394e-05 
##         6058         9202         5653         8527         3395 
## 7.425779e-06 2.062155e-05 4.563507e-06 3.280367e-05 3.881193e-06 
##         1371         1136          903         5175          146 
## 1.405725e-04 8.563488e-05 1.231335e-04 1.209913e-05 1.335057e-06 
##         9898         4418         3088         9900         5754 
## 5.546923e-05 5.791355e-05 1.504385e-04 4.207206e-05 3.714766e-04 
##         4326         9703         2838         8749         2813 
## 1.204489e-03 6.754693e-07 6.510838e-05 1.222954e-05 8.279344e-06 
##         1633         1513         1479         6799         2605 
## 7.947321e-06 2.785237e-04 8.390076e-05 3.241000e-04 4.702113e-11 
##         5753         7715         6879         3514         7906 
## 2.890558e-05 1.617426e-04 1.855893e-04 6.397162e-05 7.062403e-05 
##         1436         7146         4338         7981         4310 
## 6.528383e-04 1.426317e-04 1.473926e-04 6.135074e-06 1.955372e-05 
##         2363         6709         5164         2201         7676 
## 8.492803e-05 2.266827e-05 3.842793e-08 2.348820e-05 1.350299e-06 
##         4778         8940         6448         4989         9699 
## 4.251707e-05 8.950447e-05 2.528203e-04 4.728454e-04 2.367963e-07 
##         6267         4566         6519         8245         1672 
## 1.145913e-03 7.630496e-05 1.454136e-07 2.675274e-05 2.887315e-04 
##         3171         5044          150         5097          848 
## 3.218037e-05 1.713831e-05 7.377675e-06 4.307248e-04 6.296009e-07 
##         4721         7042         4534         1245          286 
## 4.847320e-06 1.867349e-04 2.594989e-05 2.010336e-06 5.147597e-04 
##         9651         5740         7517          660          514 
## 9.705920e-07 1.753470e-03 3.024543e-04 1.604748e-04 1.017540e-04 
##         7636         8675         9250          326         2148 
## 2.422951e-05 8.532126e-04 1.264895e-04 1.814259e-04 3.041753e-05 
##         9654         2970         2358         7243         8246 
## 3.178809e-07 6.036495e-04 3.403588e-04 5.552553e-04 3.931771e-05 
##         4069         9301         6777         5641         2366 
## 3.242225e-04 2.988987e-04 2.869260e-04 6.017108e-07 1.241769e-04 
##         4185         2834         6685         4266         8756 
## 1.527615e-04 1.664071e-05 5.538827e-05 1.515035e-04 3.625030e-06 
##         7590         1025         1261          966         3049 
## 1.218202e-05 2.434204e-04 3.669020e-06 2.463816e-05 1.136241e-04 
##         5609         5172         9450         7048         7654 
## 2.795820e-04 1.106791e-03 2.447348e-04 1.492456e-04 1.331033e-03 
##         3562         4860         7650         1377         6998 
## 4.596580e-07 1.383261e-05 1.830711e-05 8.235013e-07 2.403700e-05 
##         4465         6476         4391         1085         2858 
## 5.524238e-05 4.913531e-08 1.291250e-04 4.221320e-04 5.708261e-04 
##         3668         4017          274         5279         7390 
## 7.586753e-05 4.385226e-04 4.750049e-05 7.307146e-05 5.904415e-06 
##         1591         5379         6228         1183         2145 
## 3.889929e-04 1.111449e-04 2.683530e-06 1.487203e-04 2.065576e-04 
##         1537         1791         7332         1326         5158 
## 6.127267e-05 1.180312e-04 1.449567e-04 4.809859e-06 1.460167e-06 
##         8406         7531         1676         4571         8786 
## 8.277697e-04 4.950718e-05 2.864541e-04 1.910103e-04 4.265402e-05 
##         7986         5665         7407         1656         4524 
## 1.593325e-06 4.206806e-04 3.545999e-04 3.499251e-05 1.394828e-03 
##         9978         8641         2679         4186         8659 
## 1.150872e-06 3.949020e-06 1.112017e-05 9.054357e-04 1.170940e-05 
##         9339         3874         4171         1041         1154 
## 4.153483e-04 7.815466e-09 1.191801e-04 1.880245e-03 9.575399e-07 
##          912         9622          319         4334         1363 
## 2.622021e-04 2.022561e-04 1.217442e-03 2.903898e-04 1.587572e-04 
##          269         8530         8980            3         1220 
## 1.332674e-03 6.257977e-05 2.865774e-07 2.336273e-04 4.534021e-06 
##         4111         2543         2192         8332          412 
## 1.442373e-04 8.913280e-09 1.256631e-06 1.583872e-04 2.181121e-04 
##          506         5432          408         7903         6811 
## 1.800078e-07 1.125101e-06 7.707403e-06 1.239909e-03 3.740163e-04 
##         6939         6652         9578          880         5633 
## 9.591466e-04 2.303633e-04 1.985827e-05 2.557089e-04 1.274965e-05 
##         1531         3776         4934         4275         5302 
## 1.798013e-04 3.438145e-06 8.202927e-05 6.067607e-05 1.680710e-04 
##         5914         4809         8778         5018         3146 
## 5.924275e-05 5.315875e-05 9.775495e-04 4.169862e-05 2.525492e-05 
##         8578         6816         9005         6114         6399 
## 1.035151e-04 1.897435e-04 5.152926e-05 6.972974e-05 5.650993e-04 
##         8488          808         1835         5280         3540 
## 4.302344e-07 8.708317e-07 1.288694e-06 2.024595e-05 4.001245e-07 
##         9314         8829         2018         4463         9311 
## 2.277979e-04 4.359753e-05 2.550746e-07 1.714062e-04 3.861179e-04 
##         6904         7436         2771         2257         6208 
## 5.833152e-06 6.815485e-06 8.095747e-06 1.236424e-04 6.620373e-06 
##         8421         6109           25         5354         4487 
## 5.160646e-05 4.199603e-07 4.333485e-05 6.983363e-05 4.588087e-05 
##          959         4900         4869         7230         6858 
## 6.964065e-06 2.459868e-04 8.682039e-05 5.925302e-04 7.798755e-07 
##         6782         5075         3736         7191         1098 
## 3.994188e-04 1.645958e-04 2.112967e-04 1.205979e-04 2.659364e-05 
##         2912         3295         6167         2826         3474 
## 1.019854e-05 8.520792e-05 6.603971e-05 4.066181e-04 2.006946e-07 
##         6119         5230         2274         8345         2117 
## 4.660784e-05 9.984473e-07 2.488347e-06 8.322580e-06 9.060379e-05 
##         6095         2498         5908         3675         1727 
## 3.194409e-05 4.025258e-05 4.577714e-06 1.564498e-04 1.534801e-05 
##         5940         4401         5982         9586         4946 
## 1.248310e-04 5.523334e-06 4.623036e-05 2.269943e-05 2.985954e-04 
##         7077          135         3392         8401         6336 
## 3.157356e-05 5.565547e-04 1.344141e-07 3.894547e-04 3.510660e-04 
##         5854         6540         4340         9743          533 
## 1.745664e-06 4.739316e-06 8.258665e-05 1.236922e-06 4.683995e-04 
##          123         1866         2714         7209         3272 
## 6.089957e-05 1.073255e-06 2.253326e-04 2.662701e-05 9.752654e-05 
##         5491         3958         2472         6381         1204 
## 1.116754e-05 6.206409e-04 9.659267e-05 1.915837e-09 1.322324e-04 
##         2812         7849         8416          720         4304 
## 2.232706e-05 2.401710e-04 1.291155e-06 3.859824e-04 6.250771e-05 
##         1845         2589         2223         9894         2026 
## 1.959476e-04 4.141192e-05 4.683658e-06 3.248246e-05 8.776075e-06 
##         1514         4281         3053         9057         4088 
## 3.739489e-04 3.844487e-05 3.169764e-04 5.762822e-07 3.422103e-06 
##         5717          616         7912         8713         4076 
## 1.131187e-05 1.078259e-05 2.695976e-05 4.261994e-04 2.313991e-05 
##         1643         9833         2263         2484         2350 
## 1.299285e-04 5.855073e-05 7.232515e-06 5.335446e-06 3.630072e-05 
##         6392         4294         9779         7932         1341 
## 2.161246e-04 1.032574e-04 1.633053e-06 9.937710e-04 6.755968e-04 
##         8960         1840         9635         7615         3701 
## 1.125021e-05 2.629128e-04 8.518042e-05 4.709994e-05 7.081137e-06 
##         8898         4159         4120         3741         7897 
## 3.999166e-05 3.816859e-06 1.926249e-04 6.767863e-05 1.602852e-04 
##         8589         3294         8939         4687         7765 
## 2.480530e-04 1.880007e-05 2.186645e-05 1.103569e-04 9.023265e-05 
##         5348         9927         8285         8346         7403 
## 4.210302e-07 7.139063e-05 5.411982e-06 2.387057e-05 1.763978e-04 
##         6034         9885         3642         8440          767 
## 5.643099e-04 2.174443e-05 2.431710e-05 1.064462e-04 8.651777e-05 
##         9569         3376         4627         5672         5707 
## 1.081237e-05 4.701622e-05 5.724280e-05 1.420610e-05 9.800896e-05 
##         3868         3647         3452         2306         7630 
## 1.882868e-04 1.973781e-05 4.838939e-06 1.489326e-07 5.500772e-05 
##         3504         8977         1593         5945         6454 
## 1.459603e-04 1.058514e-04 4.215807e-05 1.913405e-04 5.365773e-05 
##         9974         5332         5962         3528         4732 
## 2.768860e-04 2.986600e-05 6.104118e-08 3.637803e-05 1.759731e-06 
##         3793          574         3166         2083         8752 
## 1.901306e-04 5.185721e-05 2.221140e-05 7.048191e-05 1.361693e-04 
##         3923         2716          649         9603         7370 
## 1.712460e-04 9.320390e-05 2.620926e-06 1.345732e-04 2.526772e-04 
##         4704         5570          851         1770         2113 
## 1.457092e-05 7.335372e-05 1.253337e-04 6.438848e-07 4.713372e-04 
##         8504         6008         5646         5330          877 
## 8.992881e-05 4.065139e-06 2.995523e-04 2.046058e-04 9.960228e-07 
##         5225         5365         8588           43         6769 
## 1.597054e-05 2.348244e-04 1.566898e-05 1.153200e-05 5.596525e-05 
##         9568         6736         7565         7263         1529 
## 2.019288e-05 1.252647e-04 1.261459e-04 3.544530e-07 1.654813e-06 
##         2307         6459         3808         7289         3902 
## 9.015409e-05 1.497397e-04 1.924244e-03 3.696593e-05 3.129198e-05 
##         5466         3058         2926         7168         8383 
## 1.434702e-07 3.277490e-07 1.738673e-03 2.226445e-04 8.812917e-05 
##         9943         8472         4711         6922         7783 
## 4.512668e-05 1.319134e-04 1.112759e-07 4.127886e-05 2.965876e-05 
##         7994         6918          263         7858         8219 
## 7.868492e-05 5.521040e-05 3.005683e-04 1.720304e-04 2.616316e-06 
##         1583         4020         7241         7410         3885 
## 1.143321e-03 1.272727e-07 2.578122e-05 1.135216e-04 1.672852e-04 
##          379         5634         3484         2690         1889 
## 1.727588e-04 7.043865e-04 1.611371e-05 3.099504e-04 1.138908e-06 
##         6766         8321         6681         7578         1642 
## 4.691554e-04 2.723108e-04 3.286818e-05 1.026259e-03 1.043274e-03 
##         1714         7526         4940         1075         2904 
## 2.121618e-05 1.868782e-04 1.127293e-04 1.063927e-05 2.973706e-04 
##         9180         2971         6715         7793          824 
## 9.151823e-07 2.690518e-07 1.420612e-07 5.465615e-04 1.651614e-04 
##         1036         7547          821         9184         1089 
## 2.041370e-05 1.034213e-04 6.055725e-05 2.794243e-04 6.296904e-04 
##         8392         4026         7438         3781         2397 
## 3.449955e-05 1.793827e-04 4.729793e-04 5.654113e-04 1.973798e-05 
##         2448         2828         9966         7882         8772 
## 8.284730e-05 4.813618e-05 4.397137e-05 2.505803e-05 2.809690e-05 
##         8850         1824         1692          650         6617 
## 2.660047e-06 5.161066e-07 2.637956e-05 9.274820e-05 1.205708e-05 
##         1884          672          475         5927         1709 
## 7.120292e-05 4.412906e-03 2.384231e-05 8.957763e-04 6.820018e-04 
##         1029         2961         8702         1074         2476 
## 3.338717e-04 9.854835e-07 5.534979e-04 2.064429e-06 6.068220e-05 
##         2946         8117         9331         6173         8134 
## 2.918794e-03 9.526074e-06 2.876205e-05 2.720872e-07 2.900248e-05 
##         8297         5177         3794         3641         7620 
## 9.257201e-06 2.295745e-05 1.491632e-04 3.184580e-05 1.099367e-04 
##         6746         4027         4443         5424         7358 
## 1.361835e-05 6.734229e-04 3.261076e-04 1.025180e-04 3.767163e-07 
##         1037         5760          958         8474         9438 
## 9.007698e-07 5.269024e-05 4.771066e-05 2.645446e-04 1.631133e-05 
##         1641         9251         5193         7099         1061 
## 9.022494e-05 4.640381e-04 1.411676e-04 6.762053e-06 2.053937e-04 
##         6372         3871         4648         9324         3160 
## 5.953292e-05 3.864319e-06 3.148398e-08 3.668750e-05 4.027133e-05 
##          682         7563         5806         3003         5613 
## 9.730904e-07 1.234423e-06 7.180856e-04 8.024641e-05 7.956283e-05 
##         8664         2530         2286         8661         5881 
## 1.127588e-04 4.961075e-04 8.011037e-05 1.505676e-04 3.126457e-06 
##         5073         6265         5126         6535         4722 
## 1.088793e-04 9.398266e-06 5.233764e-04 1.739298e-05 1.162314e-05 
##         1256         6001         1749         5629         2021 
## 1.537242e-04 9.158336e-05 3.575439e-04 5.730991e-05 3.482624e-05 
##         7323         2064          302         1793         5526 
## 2.262639e-04 8.960228e-05 4.951898e-05 1.328700e-04 3.673789e-05 
##         8601         2016         4256         4761         8952 
## 3.576893e-04 2.656092e-04 9.920443e-05 1.513598e-04 6.009398e-05 
##         9710         1226         3012         6702         4379 
## 2.028059e-04 2.624206e-03 1.963070e-04 1.407575e-06 5.143890e-04 
##         9879         6996         3807         4793         1939 
## 1.929075e-04 1.114914e-05 1.291277e-05 1.902982e-05 4.285279e-04 
##         9349         7318         9465         9037         7880 
## 5.444215e-05 1.381158e-06 4.766493e-07 3.444745e-04 9.548068e-06 
##            8         9071         7689         1103          956 
## 1.858954e-06 3.237265e-04 1.169328e-04 6.826871e-06 1.210723e-04 
##         3824          735         6907          273         7789 
## 4.240129e-04 6.471894e-06 4.825060e-05 2.953660e-06 2.542674e-04 
##         8966         5275          632         1660          846 
## 8.506843e-05 6.912550e-11 1.958620e-04 1.944998e-04 1.117075e-05 
##         2629         3241         3389         2764          159 
## 7.953657e-05 5.120864e-04 1.282716e-04 1.629288e-04 1.682517e-04 
##         2259         6465         5176         3758         5105 
## 5.272833e-05 1.901272e-05 2.693354e-04 1.157525e-04 5.994116e-05 
##         6339         1964         2139         1313         7457 
## 9.160615e-05 2.122525e-04 2.513033e-04 1.887868e-04 2.483458e-05 
##         9439         5174         2495         8276         6283 
## 1.290861e-05 5.175061e-05 3.879623e-05 2.847966e-06 2.153576e-05 
##          483         1931         5642         6294         4318 
## 3.983542e-04 1.768728e-05 5.970235e-05 5.955822e-05 3.006790e-06 
##         9698         6348         3500         1955         9163 
## 5.105447e-04 3.112105e-04 2.215706e-06 1.018334e-05 1.391829e-04 
##         6779         8022         2166         3011         7140 
## 2.635246e-05 3.455985e-04 1.559113e-04 1.096732e-03 4.423414e-06 
##         3640         1197         2515         4094          427 
## 1.299815e-05 6.413926e-05 2.724688e-05 2.684755e-04 3.237908e-05 
##         7227         2817         5799         2336         9988 
## 1.453606e-07 1.004339e-04 1.615414e-05 4.724968e-04 4.258048e-04 
##         2931         3081         4542         1941          636 
## 1.035960e-04 1.327029e-04 9.975225e-05 1.220757e-05 1.784244e-04 
##         4916         1027         8833         6657         6120 
## 7.597347e-05 1.728851e-04 4.113947e-05 2.180806e-05 7.188274e-05 
##         8203         8113         5762          868          457 
## 1.580374e-04 2.418799e-04 1.563312e-04 4.952008e-05 1.687385e-05 
##         9141         4725         9679         4851         2513 
## 1.122833e-05 1.946420e-05 6.641071e-05 4.832753e-06 1.323659e-04 
##         5026         4054         1003         1210         5790 
## 9.253193e-05 1.556696e-04 3.217569e-05 3.096614e-05 3.180936e-05 
##         9874         3135         6383         6776         9519 
## 5.275152e-06 2.385541e-06 1.500076e-04 3.707244e-05 1.005053e-04 
##         9118         1915          449         8692         4498 
## 1.975240e-05 8.180212e-10 9.664130e-05 8.248237e-04 5.444500e-05 
##         2249         3329          578         7982         5266 
## 2.539836e-04 5.043021e-05 5.151907e-05 3.367410e-04 2.774835e-05 
##         9415         9101         3724         7539         7503 
## 6.203419e-05 2.808833e-05 3.951485e-05 5.262400e-05 1.681551e-04 
##          714         9030         8531          488         8108 
## 9.734226e-06 2.133140e-05 5.518174e-06 1.979428e-04 2.048986e-04 
##          890         7917         3142         9923         6015 
## 3.645049e-04 2.356508e-04 1.377184e-04 3.018798e-05 1.384718e-05 
##         3307         9822         3161         1958         9527 
## 5.734062e-05 7.026734e-04 1.901493e-04 1.437021e-05 1.271241e-04 
##           39         9908         4071         8007         1290 
## 1.278029e-05 2.498406e-04 1.113650e-05 1.858999e-04 1.101039e-04 
##         5134         6536         9262         3176          928 
## 1.583893e-05 2.798466e-06 4.132689e-04 2.425273e-05 3.213333e-04 
##         4253         8202         1596         1839         5602 
## 5.193984e-05 1.868366e-04 1.234954e-04 9.298682e-05 6.891682e-05 
##         4425         8564         3417         1231         7673 
## 9.676574e-05 9.652075e-04 1.862660e-05 1.707928e-05 1.701476e-08 
##         9135          871         8498         1276         8614 
## 1.308139e-04 4.419605e-06 7.377194e-05 2.328026e-07 4.694210e-04 
##         3369         6258         7785         7302         3901 
## 3.549585e-04 7.275637e-04 3.463399e-04 3.938283e-04 4.409438e-05 
##         3478         2048         2713         2253         6640 
## 1.032791e-04 1.011454e-04 9.146229e-06 1.027071e-04 8.989185e-07 
##         6255          752         4661         1257         9228 
## 7.247625e-06 8.165444e-06 3.757226e-04 1.215979e-03 7.412512e-05 
##         4863          863         4433         1386         8098 
## 1.655157e-04 7.797816e-05 6.179853e-09 4.424636e-09 1.982411e-03 
##         7701         8315         2703         5288         4797 
## 3.858827e-08 9.811614e-04 1.368233e-05 3.757900e-06 3.591757e-05 
##         3026         2258         6703         2368         1861 
## 3.279210e-04 8.071830e-05 9.092181e-05 2.553026e-04 6.940849e-05 
##         6347         4249         7558         6824         1666 
## 1.452408e-03 2.791996e-04 4.001044e-05 2.988705e-05 2.149523e-04 
##         4273         9608         2728         6426         2100 
## 1.967221e-05 2.924948e-05 1.513651e-05 3.848687e-04 1.868108e-04 
##         5822          177         8853         8071         8790 
## 4.088334e-06 3.438340e-04 1.019519e-04 1.442006e-04 9.953742e-05 
##         6212         4597         1544         1380         8596 
## 3.028839e-05 6.923386e-05 8.164607e-05 3.252263e-05 2.662006e-04 
##         7490         9186         5555         1706         2887 
## 2.841698e-03 3.940691e-06 4.042454e-05 2.126052e-04 2.258258e-04 
##         2991          597         1046         5306         5182 
## 2.259346e-05 6.705848e-07 1.038657e-04 3.905090e-05 7.391816e-05 
##          208         4978         7128         5281         6452 
## 2.320824e-05 8.127655e-05 3.016991e-04 1.179334e-05 7.673080e-06 
##         7867         8906         5870         4908         6886 
## 1.288501e-04 3.009211e-05 1.556094e-05 2.423484e-06 6.374419e-07 
##         2822         4146         2266         7330         2875 
## 3.321990e-05 1.006711e-03 1.084761e-07 3.634017e-05 1.589186e-05 
##         3231         1600          528         9589          988 
## 1.417697e-04 4.995968e-05 7.362768e-05 7.763524e-05 3.695648e-07 
##         3513         7632          670          954         9411 
## 5.173187e-05 1.535755e-04 2.634014e-05 2.414081e-04 1.877717e-04 
##         9736         3619         4199         4479         8526 
## 1.836585e-07 7.627205e-05 2.829391e-07 2.971212e-07 5.001469e-04 
##          835         3637         1670         5906         7561 
## 3.224504e-05 6.828721e-05 5.823952e-07 1.173146e-05 8.701101e-04 
##         2651         1967         5582         4762         8273 
## 2.787339e-05 2.130521e-05 5.108279e-05 1.739067e-04 5.449994e-04 
##         5519         5887         1248         4282         9458 
## 1.475158e-05 6.826957e-07 1.664763e-05 3.896150e-05 9.607073e-05 
##         8580         2810         7967         9327         6821 
## 7.422042e-07 2.699187e-04 5.163505e-05 9.324798e-05 1.319524e-05 
##         1459         1023         7100         3775         7293 
## 1.989507e-04 1.735960e-05 6.193133e-05 3.949339e-06 1.908402e-04 
##         5833         7225          710         6369         7074 
## 8.085097e-07 1.672270e-06 2.055591e-04 5.047873e-04 2.634887e-05 
##         4243         5074         3110         5971         7026 
## 1.761821e-03 6.831603e-05 2.712401e-04 4.860829e-04 1.609319e-04 
##         5651         6102         4630         8063         3998 
## 1.320734e-04 1.029012e-04 1.265739e-04 5.078853e-04 2.393117e-04 
##         7075         3001         7272         5535         7144 
## 7.265584e-07 3.386131e-05 1.364231e-04 3.510291e-05 2.535954e-06 
##         8884         9296         3020         5142         4913 
## 6.372924e-05 2.388456e-06 3.528599e-05 3.701677e-04 8.878505e-05 
##         5618         2059         7046         2390         1971 
## 6.700065e-05 6.330408e-06 2.587735e-04 3.154958e-04 3.128271e-09 
##         4872         3899         1269         4532         6953 
## 4.433694e-04 1.326471e-05 1.070107e-04 4.949953e-04 8.369316e-05 
##          934          261         7185         7826         9993 
## 1.859917e-04 1.652073e-04 1.054208e-05 4.109253e-05 1.049272e-04 
##         5588         9040         1777         7806         2974 
## 3.216645e-05 6.495877e-04 1.151439e-04 7.195017e-05 2.409550e-04 
##         6673         8419         5388         4760         4710 
## 3.525680e-05 7.932524e-06 1.819579e-05 2.563051e-05 6.437350e-05 
##         7976          675          253         6284         7119 
## 3.739551e-05 9.686848e-04 3.122277e-06 1.968470e-04 2.917570e-04 
##         1475         9388          973         5698         8024 
## 1.717436e-04 7.212044e-05 6.763353e-05 1.360035e-06 3.169806e-06 
##         4585         7993         3657         8289         7770 
## 3.764039e-05 4.888659e-06 4.593574e-04 3.113462e-04 5.204565e-06 
##         4791         3456         8686          535         4255 
## 5.965487e-06 7.384457e-05 5.156341e-05 1.341652e-05 1.625226e-04 
##          460         7001         9595         2165         4866 
## 9.318093e-05 1.232033e-06 2.394792e-04 2.073107e-04 1.716424e-04 
##         3439         3485          155         2401         6636 
## 8.309708e-06 5.229331e-05 1.269425e-04 1.048016e-04 1.308404e-05 
##         4096         7611         3060         7889         4461 
## 1.082384e-06 1.555452e-05 4.908119e-06 6.697793e-06 6.724240e-06 
##         3832         9039         9127         7426         3712 
## 6.876890e-05 1.173642e-04 8.315904e-06 4.434451e-06 8.450393e-05 
##         4361         6428         8600         1991         1278 
## 4.219081e-08 9.429585e-05 1.314589e-04 6.957819e-06 3.506188e-05 
##          118         1338         2129         1986         5662 
## 4.441983e-04 1.107593e-03 4.432987e-06 7.410333e-05 2.349189e-04 
##         9278         4351         5409         8848         9385 
## 1.298946e-03 1.981559e-04 1.097392e-04 3.929442e-04 6.946972e-05 
##         9227         2528         8306         5137         5041 
## 4.202339e-05 3.353172e-06 7.266240e-04 5.640392e-06 1.477523e-04 
##         7418         7067         2457         8570         9691 
## 5.569166e-05 5.629629e-05 2.517677e-06 4.298289e-05 9.669852e-07 
##         2406          798         7821         2918         8854 
## 2.999644e-04 9.667291e-05 3.299718e-05 3.702787e-05 2.069174e-03 
##         7170         7773         2391          110         8550 
## 3.078079e-05 1.026557e-04 2.766401e-04 4.752698e-04 3.478469e-06 
##         4889         8828         3237         8875         8541 
## 7.981028e-06 1.456260e-04 2.025405e-06 7.396371e-06 5.617448e-05 
##         8946          314          547         8904         6370 
## 5.407466e-05 7.621745e-05 1.065409e-04 4.893820e-04 5.786593e-05 
##         2836         4981         9535         6330         7491 
## 2.027832e-04 4.321763e-04 6.210239e-05 4.371051e-05 1.118441e-04 
##         9655         6221         7642         5741         3274 
## 1.203774e-05 4.792651e-04 4.379923e-08 1.020833e-04 1.906262e-05 
##         6305         9706         4070         2855         6795 
## 4.087262e-05 1.156874e-04 7.313182e-05 7.540370e-06 4.487043e-07 
##          569         5591         2594         3293          703 
## 7.263066e-05 3.697009e-05 2.486798e-04 5.424672e-07 2.940290e-04 
##         4127         8338         7034         8207         8755 
## 9.348088e-05 8.683920e-05 3.757021e-07 1.212157e-04 1.126238e-04 
##         2067         9376         8762          561         3388 
## 5.934440e-05 1.238355e-04 7.972064e-04 1.078215e-05 2.445329e-04 
##          185         6421         7098         7920         1554 
## 2.519276e-04 4.201584e-05 8.012044e-05 3.778279e-05 3.889540e-05 
##         2613         3959         3401          879         4227 
## 3.742034e-04 8.132521e-05 2.111656e-05 9.848144e-05 7.377565e-06 
##         8900         2433         8409         4004          400 
## 7.206341e-06 1.923060e-06 5.774560e-09 2.591164e-04 9.972682e-04 
##         6068         3431         3725         7609         4118 
## 2.590633e-04 2.397483e-04 3.226308e-04 3.064874e-04 1.364242e-04 
##         2537         1329         3230         3909         1070 
## 6.497198e-05 2.176352e-06 4.872554e-04 2.203328e-04 3.522303e-05 
##         6415         7416         7900         1234         8413 
## 7.476289e-04 1.407823e-06 3.363541e-07 9.798112e-05 4.050327e-04 
##         8476         4634         8049         8450         3096 
## 7.543632e-04 9.527192e-07 1.361175e-06 8.284145e-07 1.391654e-05 
##         5257         5399         6244         6177         8005 
## 5.979434e-07 5.860083e-04 4.569987e-05 7.470390e-07 5.520928e-06 
##         9315         2802         3449         3782         3994 
## 6.617146e-07 3.777350e-05 1.829924e-04 3.034112e-09 1.348784e-05 
##         3992         2755          866         5868         3596 
## 1.801199e-04 5.038723e-05 9.026657e-05 1.202362e-06 1.335791e-04 
##         2089         9353         4543         9167         8119 
## 1.938478e-05 1.725070e-04 1.871302e-04 6.368543e-04 2.193738e-04 
##         4607         3402         3009         9342         3300 
## 4.672013e-05 3.254585e-06 3.458554e-04 1.528546e-05 4.506466e-05 
##         1527         7879          781         5361         2827 
## 1.103594e-05 2.844839e-04 5.998281e-05 6.960768e-05 6.201994e-05 
##         1657         8529         9271         5730          644 
## 1.708032e-05 3.134142e-04 3.015860e-05 5.564892e-06 4.548048e-05 
##         8822         2567         4601         1355         9023 
## 3.756064e-04 3.856175e-05 1.312833e-04 3.802926e-05 2.076406e-04 
##         3229         5244         7735         4505         3199 
## 6.584323e-06 6.422400e-05 2.628189e-06 1.096003e-04 4.538188e-04 
##         3842         8964         6946         2994          984 
## 5.040858e-05 3.641300e-06 5.374027e-08 2.190196e-05 6.692181e-10 
##         2470         5189         2779         8496         4905 
## 3.062915e-05 6.469720e-05 7.760461e-04 1.649256e-04 2.673243e-05 
##         6398          936         4107         7677          166 
## 5.019944e-05 2.242003e-05 7.738894e-05 9.892654e-04 1.128381e-03 
##         4220         1000         4331         1383         8222 
## 4.432432e-04 9.986294e-05 6.007401e-06 2.188794e-03 4.364794e-05 
##         6903         7394         3250         6591         9482 
## 2.134836e-05 7.746731e-05 9.831779e-05 8.233490e-05 2.286326e-05 
##         4620         3493         9629         2705         9916 
## 1.433207e-04 1.768510e-04 1.450904e-05 3.537547e-04 2.502840e-05 
##         5644         6830         6562         1361         5975 
## 3.936747e-04 1.577235e-05 3.518203e-04 4.568458e-05 2.317931e-05 
##         1813         2228         4688         8817         1686 
## 1.864634e-05 3.373753e-05 2.696009e-04 1.074061e-04 9.857364e-04 
##         5817         9525         2627         7446         8136 
## 8.403714e-05 3.790281e-04 5.042905e-05 3.111065e-05 4.485275e-05 
##         5269         9206         6967         6113         3404 
## 8.457945e-05 5.948515e-05 3.116963e-04 4.933177e-05 3.808524e-06 
##         5746          799         6065         8148         9336 
## 4.513279e-04 1.500902e-05 7.549283e-05 1.202250e-08 6.262120e-05 
##         7744         8181         6810         4217         4907 
## 1.016880e-03 1.259277e-04 7.350863e-06 1.662367e-06 2.243042e-04 
##         7401         1683         5756         6885         9366 
## 7.128320e-05 6.745885e-08 8.077119e-06 2.509079e-06 3.538521e-04 
##         3692         9261         6363         4559         8733 
## 4.131745e-05 1.136377e-06 2.104102e-05 9.548147e-05 1.978882e-05 
##         4412          423         2206         3309         8665 
## 1.645036e-05 1.273826e-04 1.317437e-04 1.535498e-04 1.934950e-04 
##         5217          626         8278         5527         5605 
## 2.733905e-04 7.178644e-06 1.139666e-05 1.011688e-05 8.340472e-06 
##         6631         8125         7942         8458         9730 
## 3.338448e-05 8.525450e-04 1.457311e-06 8.076780e-05 3.214982e-05 
##         2036         3936         5443         5666         2587 
## 8.891084e-05 1.991786e-04 1.071191e-05 1.540902e-04 8.996400e-05 
##          455         3292         3811         9212         4972 
## 5.832284e-05 3.397207e-04 9.271055e-05 4.894819e-06 4.703711e-07 
##         1370         3348         7972         4202         3312 
## 6.064973e-06 7.537141e-05 4.753592e-05 6.041809e-06 6.278837e-06 
##         8743         2773          169         5977         2960 
## 2.039104e-05 7.679545e-06 1.236547e-05 6.114707e-05 1.578623e-04 
##         3151         5039          612         8501         8485 
## 2.898387e-05 1.069265e-04 3.239131e-05 7.977669e-05 1.080707e-04 
##         7405         6522         9605          197         3339 
## 4.307144e-05 1.469462e-04 4.489579e-04 8.068898e-08 2.256228e-07 
##         7925         7354         6354         9626         3164 
## 9.023517e-05 9.906470e-05 1.599768e-06 2.046696e-04 2.097041e-05 
##         3984         2924         6171         2667         9675 
## 6.705976e-06 2.292066e-10 9.699245e-05 7.142298e-05 1.681481e-04 
##         3925         3213         9598         3306         1120 
## 2.255418e-04 2.317110e-05 1.146387e-03 5.437309e-05 2.863949e-05 
##         3667         3330         8497         3089         4440 
## 1.002232e-04 3.483098e-06 2.759642e-04 7.091645e-05 9.191283e-06 
##         4236         2951         9375         4539         3136 
## 2.212440e-05 3.829992e-04 7.771448e-05 3.739771e-04 1.124102e-04 
##         8944         6183         2269         5638         7236 
## 7.470044e-05 2.430385e-04 6.556459e-04 2.300341e-05 9.809116e-07 
##         3291         4527         3554         1208         4595 
## 2.586023e-04 3.426594e-07 2.397388e-04 7.516374e-07 4.967394e-05 
##         1826         7292         6352         3021         5206 
## 1.205668e-04 8.978194e-06 2.827027e-07 7.490655e-05 2.291919e-08 
##         7515         4432         7746         2240         2349 
## 5.062803e-05 1.226920e-04 9.463440e-05 4.746127e-04 3.627141e-06 
##         2468         5035         7921         7134         6587 
## 1.174286e-04 7.168239e-05 5.707826e-04 1.334734e-05 2.108004e-04 
##         2079         8537         8255         5932         8169 
## 7.181824e-05 1.328459e-04 3.328715e-07 4.145917e-06 9.774025e-07 
##         3907         3545         2300         8044         5786 
## 1.016827e-04 2.709990e-05 1.474574e-04 1.439461e-05 1.523724e-04 
##          707         8299         5531         8078         3381 
## 4.545021e-05 2.591993e-05 8.236302e-05 4.900079e-05 3.669201e-06 
##          633         6861         7511         5891         5045 
## 1.526199e-04 1.574801e-04 1.569609e-05 2.274683e-04 6.452864e-05 
##          542         1215         4516           70         2181 
## 2.475990e-05 2.150115e-04 6.964807e-05 1.024192e-04 2.821776e-04 
##         9233         3749          690         7809         4733 
## 1.342800e-04 9.532447e-05 3.981470e-07 1.364106e-05 3.138922e-04 
##         9246         9344         9831         4430         7123 
## 1.282208e-05 4.352949e-05 4.478040e-04 1.725272e-05 7.407258e-05 
##         9724          287         1484         3134         1535 
## 3.041994e-04 1.174409e-03 1.453993e-04 9.143154e-06 6.626060e-04 
##         6745         4822         3847         3022         9253 
## 1.316812e-04 7.612911e-05 2.336331e-04 3.851369e-04 6.610511e-05 
##         2054         6926         7822         3343         2571 
## 3.896488e-04 8.118723e-05 7.203266e-05 2.056144e-05 1.538863e-04 
##         8882         7576         1272         9787         6122 
## 3.535943e-05 6.645666e-05 4.192660e-05 1.121303e-03 1.110448e-05 
##         2284           34         7483         7582         9440 
## 2.294558e-07 4.606892e-05 6.348427e-04 8.383569e-05 3.696448e-09 
##         5170         7478         6480          667         5923 
## 2.567207e-05 9.726533e-06 1.180919e-03 5.398312e-07 8.401748e-05 
##         8744         1924         5271         1243         9953 
## 8.709031e-06 3.257650e-05 9.721431e-05 1.618362e-04 1.123872e-05 
##         9043         9718         7023         2634         2364 
## 8.409043e-04 3.614049e-06 1.626408e-04 1.219822e-05 1.640191e-06 
##         1725         1287         4138         5871         4538 
## 1.224033e-04 8.302458e-05 4.931616e-07 1.109835e-03 5.229318e-07 
##         9990         8089         1618         4800          272 
## 6.464050e-05 1.093065e-05 8.240675e-05 6.321112e-06 6.608246e-06 
##         2431         6462         5016         8317         1887 
## 1.622475e-05 6.246345e-04 9.013521e-06 3.405528e-05 3.105761e-05 
##         7872         1034         9042         3201         1230 
## 1.346463e-05 3.988492e-04 5.234282e-04 7.588940e-07 8.223692e-09 
##         4280         4834         5739         6259          165 
## 2.824364e-04 1.236867e-05 3.352664e-04 4.406238e-06 1.472837e-05 
##          405         4396         3703         6286         1238 
## 4.009658e-04 4.941666e-05 2.007642e-06 2.654708e-04 1.621950e-04 
##         7069          905         7874         1126         5152 
## 7.845699e-05 1.832866e-04 3.388939e-06 7.706563e-04 3.981924e-05 
##         1040         2915         8167          429         8545 
## 4.080972e-05 1.151324e-03 4.866526e-05 3.295518e-05 8.874073e-05 
##          456         1473         8925         9320         5506 
## 7.783182e-04 2.418115e-09 7.121955e-04 5.977446e-05 5.651342e-06 
##         3366         1637         2409         3597         5752 
## 3.125589e-05 1.091132e-06 9.844707e-05 1.552323e-05 1.736050e-04 
##         9857         7317         5874         5159         8296 
## 1.470598e-04 2.755793e-05 3.114908e-06 3.429415e-06 1.628540e-05 
##         5716         5186         5212         6838         2361 
## 1.644018e-06 6.676483e-05 2.146678e-04 9.649160e-05 1.913911e-04 
##         1201         8307         7629         9746         5120 
## 2.127942e-04 8.669796e-06 1.096286e-05 2.034021e-06 7.163588e-05 
##         7029         6832         7081         6401         3211 
## 9.700480e-07 1.711744e-07 1.022684e-05 7.931076e-05 6.012691e-05 
##         2492         5337         8678         2523         9884 
## 4.064157e-05 1.726306e-06 1.901002e-03 4.571348e-05 7.119030e-08 
##         7175         5223         6891         9640         6503 
## 2.077305e-05 4.410395e-04 5.122467e-05 1.274651e-05 2.694150e-05 
##         3301         5925         7062         2248         8396 
## 1.368490e-04 4.125910e-05 3.043973e-06 8.268968e-05 3.758167e-04 
##         2615         2863         3938         8793         1789 
## 6.167969e-05 3.476260e-06 2.052832e-03 7.234455e-06 5.724814e-05 
##          728         5218         5562         7878         5024 
## 1.850774e-04 1.188042e-04 6.385567e-04 3.334079e-06 1.493674e-07 
##         7869         2233         9362          543         2132 
## 3.244364e-04 9.087771e-05 9.422830e-06 1.492894e-04 2.434217e-05 
##         7344         1654          309         9003         9667 
## 7.829257e-04 1.321612e-04 1.050805e-04 2.919605e-04 7.467689e-06 
##         4903         1035         9628         3078         1517 
## 3.543567e-04 1.227392e-04 1.912477e-04 8.756948e-05 1.481154e-04 
##         8120         1432         2489         6007         5143 
## 1.428929e-04 5.936979e-05 4.949101e-04 4.025869e-04 2.633643e-05 
##         3179         3159         4023         1578         8204 
## 4.760888e-05 1.931411e-04 2.613835e-04 1.178322e-05 1.741039e-04 
##         2340          115         3113         3884         1342 
## 6.527617e-04 2.017683e-05 2.938353e-05 3.123047e-05 6.096793e-05 
##         1664         9772         7601         9456         3891 
## 3.154571e-05 4.999891e-04 2.152022e-04 3.268107e-04 3.073066e-04 
##         3739         3503         6316         5820         7768 
## 2.121181e-05 4.555427e-05 2.342169e-05 3.062783e-05 7.246933e-05 
##         5221         4826         6073         5974         4669 
## 2.180908e-06 2.842577e-04 3.395463e-06 2.364118e-03 9.545937e-05 
##         3240         5546         2574         4274         4671 
## 3.468183e-04 5.302696e-05 5.345550e-05 2.650899e-04 1.872198e-04 
##         8869          426         2061         7202         9721 
## 9.067190e-06 1.682582e-07 1.170910e-04 1.604622e-04 9.126633e-05 
##          884         2616          445         5313         9784 
## 1.250425e-05 2.026544e-04 7.786483e-05 2.195699e-04 4.668296e-05 
##         1490         8039           77         1691         3784 
## 4.228448e-04 4.552894e-05 2.152561e-04 6.876174e-06 8.201542e-05 
##         5630         5161         5910         9446         2992 
## 3.584085e-05 3.898783e-05 1.754280e-04 6.277444e-05 2.085050e-04 
##         1904         4690         8281         1358         8265 
## 6.456682e-04 5.475618e-06 2.192721e-04 6.906094e-05 7.921522e-05 
##         3613         6469         7562         4814         4635 
## 5.391483e-05 2.471112e-04 6.466017e-05 3.254289e-05 7.799939e-05 
##         5099         2130           95         8907         5749 
## 2.683391e-06 1.354119e-03 5.798263e-05 6.396648e-04 6.471898e-05 
##          170         5000         5238         9476         8816 
## 1.762555e-04 3.938252e-05 1.058145e-05 3.047248e-06 2.789863e-06 
##         8972         1297          990         1453          156 
## 9.426988e-06 4.243442e-05 1.397654e-07 9.207894e-05 5.236385e-06 
##         6317         2086           33         7386         5441 
## 3.001221e-04 1.026339e-05 3.808930e-06 8.616556e-07 3.433949e-05 
##         3916         4405         7409         7174         4525 
## 1.981505e-05 2.566993e-04 4.344858e-05 2.619535e-05 5.451785e-09 
##         9178         9963         7645         5079          307 
## 6.007310e-05 2.858512e-05 7.272654e-05 4.023961e-04 3.039972e-04 
##         8295         3023         3433         8187         1879 
## 2.807776e-04 5.443298e-05 7.047095e-06 3.664249e-05 3.231661e-05 
##         9903         7190         9773         2000         5509 
## 1.500436e-04 3.909188e-05 3.620808e-05 2.963084e-04 3.561731e-04 
##         4216         5141          895         1776         7580 
## 5.046693e-06 5.077753e-05 2.084186e-05 1.112463e-05 1.589397e-04 
##         6418         3722         4224         9222         9865 
## 3.456846e-06 4.778666e-05 1.151527e-04 3.217839e-04 3.029502e-04 
##         5190         9066         7328         7559         7380 
## 6.868834e-05 2.073960e-06 1.097062e-04 1.935802e-04 7.275599e-04 
##         2099         2440         7957         8652         2925 
## 1.432259e-04 3.656687e-04 2.015812e-06 7.120295e-05 8.060507e-04 
##         7954         3770         9462         2073         1695 
## 1.995299e-07 7.374391e-05 1.231066e-03 6.550348e-04 6.143232e-04 
##         2463         3000         3798         4885          551 
## 6.282284e-05 1.634251e-04 6.906542e-05 2.752712e-05 4.065709e-05 
##         4743         4557         9209         3126         8558 
## 8.577181e-04 1.638108e-04 1.566828e-04 1.149637e-04 1.346747e-04 
##         3420         5191         3302         4317         6524 
## 3.108255e-06 8.128627e-05 5.903895e-04 1.116734e-05 3.376656e-04 
##         1697         9390         8508         6778         4674 
## 4.077242e-06 2.176703e-06 3.679128e-04 4.697182e-05 7.639642e-05 
##         3083         3531         1359         2330         6585 
## 4.200578e-05 5.963915e-04 1.997112e-06 3.693181e-05 1.469956e-04 
##         2281         9808          904         6828         6075 
## 5.755361e-05 1.387802e-07 3.197844e-04 2.292239e-06 7.798161e-08 
##         2405         4771         1141         2913         2542 
## 4.087923e-04 1.921964e-04 6.447984e-04 3.913314e-06 2.214561e-05 
##         9025          179         6198         6464         8436 
## 4.092970e-06 3.533960e-04 1.083834e-04 4.041750e-06 1.314322e-06 
##         3057          909         6327         9404         1581 
## 8.972237e-09 1.287894e-04 4.180696e-05 5.281678e-07 5.618603e-05 
##         2727         4995         2514         3371         3025 
## 9.307452e-04 1.575096e-04 7.064015e-04 2.847265e-05 2.473275e-04 
##         9469          872         2109         5501         1118 
## 2.631176e-06 2.734317e-04 1.518040e-05 2.926376e-04 1.326767e-04 
##         1186          352         9094         7833         4141 
## 4.543962e-05 1.092665e-04 1.264799e-05 1.529591e-04 1.019922e-05 
##         8534         4257         1296         3413         8746 
## 4.144282e-07 1.948682e-04 1.348958e-05 3.298151e-08 3.020734e-05 
##         3394         1978          132          800         6275 
## 6.690461e-08 4.476181e-05 1.329831e-04 1.858490e-04 1.572225e-05 
##         7870         5765         4979         6787         6656 
## 1.943457e-05 7.835858e-04 7.893405e-05 1.984999e-05 2.062024e-04 
##         3432         7448         4649         2373         9937 
## 4.834842e-05 3.581404e-04 1.955285e-04 3.786322e-03 7.355625e-06 
##          637         4994         6273         8579         1518 
## 3.725991e-06 2.461191e-05 2.776226e-05 1.121842e-05 1.575188e-05 
##         4561         3700         5436         7037          512 
## 1.065046e-04 2.258764e-04 3.011988e-06 7.745678e-04 7.743578e-05 
##         6032         5260          609         8634         3957 
## 6.650422e-05 2.647588e-04 3.023265e-05 3.306938e-04 1.582738e-05 
##         1028         5846         1378         9392         4928 
## 1.288215e-04 1.126084e-04 2.225436e-04 8.679436e-05 1.696108e-05 
##         8268         1439         5001          489         9265 
## 1.870004e-04 1.405434e-04 1.743303e-04 2.233083e-04 3.841742e-04 
##         5838         2535         6738         9645         2292 
## 7.593000e-05 2.742928e-06 2.821721e-04 5.174602e-05 1.154693e-04 
##         5484         5060         2499          642         5850 
## 1.367659e-04 4.700097e-04 5.279860e-04 5.770439e-06 1.071062e-04 
##         5008         7774         4777         3634         8123 
## 1.250190e-05 2.846498e-04 1.084256e-05 3.850148e-06 7.518552e-05 
##         6699         9378         6014         4312         4056 
## 3.073732e-04 9.357130e-04 3.961895e-08 3.021806e-08 3.302109e-05 
##         6318          855         2043         3180         9160 
## 3.327673e-05 9.309792e-06 2.479103e-05 1.007233e-05 7.189034e-05 
##         3980           76         7261          685           63 
## 4.571331e-05 3.105827e-04 8.157300e-05 1.958720e-04 8.450164e-04 
##         4219          264         8621         3525         3318 
## 4.663281e-05 7.579775e-05 3.501214e-05 6.152208e-05 5.713350e-05 
##         5483         9641         5798         6802         1308 
## 1.955297e-04 1.707323e-04 3.902747e-05 5.882600e-05 4.781386e-04 
##         6367         9613         2606         3800         9813 
## 9.606496e-05 1.421818e-06 1.355526e-04 2.094851e-05 5.871142e-04 
##         9106         4675         7496         5572         2987 
## 1.562358e-05 5.640251e-05 3.084243e-04 1.376719e-04 1.894374e-04 
##          833         2573          881         6909         9240 
## 5.861838e-04 3.561498e-03 7.263952e-07 2.766854e-07 2.298225e-05 
##         9692         3615         7365         6735         2477 
## 1.832246e-05 2.610815e-06 1.236066e-04 1.968157e-05 2.965767e-04 
##         3604         3903         9468         9486         2435 
## 2.104784e-04 1.328947e-04 1.648054e-07 1.048184e-03 1.050504e-04 
##         6337         4180         1721         6057         7421 
## 9.054269e-04 2.615324e-06 1.994607e-06 3.954193e-07 1.171961e-03 
##         6360          332         3735         4773         9226 
## 9.735024e-05 3.927795e-05 1.454459e-05 4.118583e-05 1.250266e-04 
##         4643          750         4475         6248         4300 
## 6.729616e-06 2.891432e-05 3.712166e-05 7.318031e-06 1.624047e-05 
##         5359         8349         8116         4423         9744 
## 5.174949e-04 1.148434e-04 1.267303e-04 1.049278e-03 9.900058e-05 
##          560         3069         5343          530         5344 
## 6.949759e-05 8.632834e-06 5.138476e-06 4.478051e-06 1.413944e-04 
##         7447         4445         3744         1609         9405 
## 5.306858e-05 1.702817e-05 8.001722e-05 5.860883e-06 1.911426e-04 
##          333         2158         7213         3175         8372 
## 3.645893e-04 1.771496e-04 1.169918e-04 5.691009e-07 9.843790e-08 
##         3974         7395         1427         6625         1817 
## 1.501158e-04 5.629149e-05 3.491021e-05 1.920732e-08 3.241418e-05 
##         2451          911         9951         5755         4811 
## 3.394847e-04 3.152743e-05 1.383486e-07 9.398975e-05 1.052076e-04 
##         4457         1760         7027         5617         7442 
## 1.151588e-04 8.913494e-04 1.023820e-05 5.772017e-06 4.492265e-05 
##         4495         7980         8520         2517         3985 
## 1.626312e-05 5.117876e-05 2.600530e-05 4.378884e-06 1.337276e-04 
##         3265         9105         4748         1396         3943 
## 1.320423e-04 4.364215e-05 1.251327e-04 9.496591e-05 7.494945e-05 
##          926         7340         7071         5444         8586 
## 3.586287e-08 1.076696e-04 5.115271e-05 1.741755e-04 3.072283e-05 
##         3355         5011         3746         5880         4682 
## 2.537394e-07 1.825165e-05 3.428989e-04 3.980569e-05 4.256627e-05 
##         8244          661         9938         5043         3764 
## 3.412333e-05 7.013164e-05 6.886472e-05 7.761213e-06 3.189810e-06 
##         4739         2265          989         3084         2833 
## 1.250041e-04 6.092034e-05 1.153098e-05 5.955504e-05 6.314787e-07 
##         8172         3059         6744          496         2921 
## 5.492119e-05 1.040997e-03 1.347828e-04 2.202767e-04 3.950619e-04 
##         5736         1157         1815         7652         1059 
## 7.359871e-05 4.219145e-04 1.886136e-06 9.947893e-05 9.052658e-06 
##         5575          940         1843         4367         1743 
## 4.132763e-05 5.210205e-06 1.217052e-04 2.508056e-06 4.748748e-06 
##         5089         1801         9095         1480         9579 
## 4.536236e-04 1.660396e-04 6.223904e-06 2.137141e-05 6.109682e-05 
##         8872         7393         3704         3320         7557 
## 5.152706e-06 5.118673e-06 6.841183e-05 1.316582e-05 2.408590e-05 
##         8000         9289         9266         5727         3502 
## 4.815028e-04 4.145451e-05 7.403341e-05 6.088533e-07 1.512888e-05 
##         1748         7733         8240           26         7699 
## 1.838988e-06 2.146925e-06 7.241597e-05 4.825575e-05 2.340163e-05 
##         5549         7007         5601         4963         8374 
## 4.756721e-08 1.745301e-05 1.992829e-04 1.938133e-05 3.982502e-05 
##         3707         9488         3840         4678           66 
## 2.182998e-06 4.066828e-05 9.663542e-05 1.556676e-06 3.237347e-05 
##         7498         6572         4298         9146         4389 
## 3.735522e-04 1.453990e-05 2.610620e-04 1.355757e-05 3.979670e-04 
##         1042         9197         9282         9567         6237 
## 3.866352e-05 9.473043e-05 1.445270e-04 3.670714e-04 3.826372e-05 
##         9522         5709         5684         1199         9778 
## 3.584103e-06 3.336107e-05 1.381188e-05 3.098113e-08 1.147677e-08 
##         3106          478         5563         4324         5333 
## 1.162912e-04 2.537865e-04 1.308301e-05 3.988753e-04 9.314113e-06 
##         6695         5901         4835         6463         2441 
## 2.928067e-05 5.104230e-05 6.284924e-05 4.887681e-04 2.603229e-04 
##         4959         1756         7556         7299         8118 
## 3.993454e-05 9.762535e-05 7.503891e-04 7.234792e-05 4.552027e-04 
##         9827         7764         9166         9658         5993 
## 3.055003e-04 1.718433e-06 1.790530e-05 7.852736e-06 2.689212e-03 
##         9130         6890         5285         8710          802 
## 2.735057e-05 1.046696e-03 4.120850e-07 2.736473e-04 4.325106e-05 
##         7359          745         6104         9304         4085 
## 1.269035e-05 1.201624e-04 4.934535e-04 7.238755e-06 6.631412e-06 
##          974         4106         6368         6690         6067 
## 7.043280e-05 3.119934e-04 6.531060e-07 7.170400e-05 1.212963e-05 
##         4357         8629         7842         9435         2221 
## 4.261990e-04 2.084913e-04 4.771557e-06 8.401126e-05 5.179910e-05 
##          651         1481         1140          987         8547 
## 1.953910e-04 1.866349e-04 3.039350e-05 2.316792e-05 3.220325e-04 
##         2084         3498         8783         2791         6150 
## 4.162730e-05 1.935058e-04 2.764687e-04 8.301619e-06 4.197588e-06 
##         7845         1096         5022         3674           56 
## 1.425241e-03 9.299693e-05 4.063773e-04 1.113388e-04 5.585386e-07 
##         4083          697          464         7761         9500 
## 1.437879e-04 3.028920e-07 6.645610e-05 7.570162e-05 5.637441e-04 
##         2981          815         9165         8451         6240 
## 5.193820e-04 1.238431e-04 2.446401e-05 1.117411e-04 9.088459e-07 
##         7108         3771         9077         1421         7210 
## 3.136970e-05 1.734488e-06 6.937998e-05 1.752035e-07 8.452473e-05 
##         8789         7246         3129          106         9341 
## 1.357725e-04 4.184923e-05 3.098901e-05 1.077998e-04 3.398396e-04 
##         8973         7030         4838         7617         4619 
## 2.016503e-05 2.950138e-05 2.037430e-04 7.130065e-05 6.949523e-05 
##         6862         8368         2276         9983          161 
## 7.405023e-05 3.217116e-04 1.752986e-05 1.371082e-04 7.673359e-06 
##         6817         6055         9413         3626         3350 
## 1.390464e-05 2.366648e-04 1.741009e-06 7.420353e-05 4.968916e-05 
##         1165         7463         5552         2023         9601 
## 7.656022e-05 5.698756e-05 5.922501e-05 1.975346e-05 6.627074e-05 
##         9470          850         6747         7278         2509 
## 6.622339e-05 3.484272e-04 1.490911e-05 4.606516e-07 3.270598e-06 
##         7798         2717         6468          153         8208 
## 1.995475e-05 2.147777e-04 2.579123e-04 7.556742e-05 6.455314e-05 
##         7264          744         4510         7432         7506 
## 1.977810e-05 2.033714e-05 1.071781e-07 3.119330e-04 1.548378e-07 
##         8583         7147          508         6442         1597 
## 3.225534e-05 2.331287e-04 5.074046e-04 2.693806e-04 2.441395e-04 
##         5514         5480          327         5961          944 
## 2.043274e-06 5.249175e-09 1.192139e-05 1.262240e-04 3.257794e-04 
##         9018         5132          388         4167          559 
## 8.655611e-05 4.522469e-05 1.158585e-04 2.017620e-04 9.465015e-06 
##         4909         8371         1394         9856         3802 
## 7.579607e-05 7.031497e-05 2.904230e-04 6.546069e-05 2.828763e-04 
##         6272         4126         1830         1392         9639 
## 1.517191e-04 1.024842e-04 1.445337e-06 3.108043e-05 8.528486e-05 
##         8160         7178         8018         7315         7641 
## 4.078226e-06 1.121171e-05 6.134051e-06 4.577500e-06 1.181454e-04 
##         4229         8687           99         8818         1012 
## 3.255606e-06 4.454581e-05 2.317582e-05 3.534900e-05 2.844872e-06 
##         9431         2899         5995         1416         4041 
## 7.324849e-06 4.514395e-06 2.420946e-05 7.656814e-05 7.829758e-06 
##         7258         6530         7250         5955         2829 
## 6.594302e-05 1.017659e-05 1.347543e-04 2.961797e-04 7.956222e-04 
##         5708         1242         7574         7222         3636 
## 2.339719e-04 3.210452e-04 1.770719e-04 1.792346e-05 1.228450e-04 
##         7656          747         6616          434         3623 
## 8.545498e-05 1.150730e-04 2.466223e-05 1.371534e-07 5.486694e-06 
##         9402         4782          323         6184         9102 
## 5.297846e-05 1.823266e-04 1.398965e-04 2.020359e-05 7.549262e-05 
##         7321         9053         4333         5481         6638 
## 1.595677e-04 9.740108e-05 1.800715e-06 9.452699e-05 2.652619e-04 
##         7160         8038          485         8133         6365 
## 2.180499e-04 6.675009e-06 1.315883e-05 1.535455e-04 1.506268e-06 
##           93         2919         2121         2609         1249 
## 5.439208e-05 1.620218e-05 5.939945e-05 4.792867e-05 2.509425e-04 
##         7706         6981         7361         4485         4499 
## 3.922585e-05 3.329221e-06 6.130159e-05 3.719023e-04 1.012541e-04 
##         9945         9575         6691          157         7657 
## 8.156271e-07 1.947129e-05 9.123721e-05 3.902718e-04 6.488673e-04 
##         2309         6324         2709         2268         8408 
## 4.421129e-04 9.092057e-05 5.424030e-05 1.751214e-07 3.337165e-05 
##         4939         8557         4053         5130         2800 
## 1.998971e-05 8.590050e-05 1.862206e-06 1.077085e-05 1.336199e-04 
##         9555         8802         6521         5240         8612 
## 1.404048e-04 5.305812e-04 5.546863e-07 1.492198e-04 8.288306e-04 
##         3996         3875         8908         5472         4286 
## 2.984956e-05 3.037492e-05 2.901382e-08 1.339509e-04 3.603133e-05 
##         2149         5677         5007         8002         3516 
## 4.438372e-06 4.221100e-04 5.854433e-04 2.468279e-04 2.608775e-05 
##         5959         5405          708         7009         7605 
## 2.037137e-04 8.326381e-05 2.768612e-06 8.047918e-06 2.291479e-08 
##         7022         2922         4976         3844         8655 
## 2.433030e-04 2.265529e-04 1.367305e-05 2.870265e-04 6.357952e-04 
##         5231         2649         4001         4977         8649 
## 1.605998e-04 1.419087e-05 9.534533e-05 3.277668e-05 7.556310e-06 
##         7166         7466         8874          313         4480 
## 1.619196e-04 1.690227e-04 9.639864e-06 1.442363e-05 6.355023e-05 
##         4658         7991            7         8174           74 
## 3.326382e-06 7.070107e-05 1.125093e-03 4.644526e-05 3.160807e-07 
##         2565         9915         6977         2794         5948 
## 2.120181e-04 6.794455e-05 1.820496e-05 6.106717e-05 2.564373e-08 
##         1526         8959         4205         1146         5329 
## 1.907710e-04 1.325292e-06 8.776689e-06 1.181511e-04 7.550633e-05 
##         6753         6919         4201         1675         3183 
## 1.186560e-04 9.381841e-07 4.339000e-07 5.284565e-06 3.599681e-05 
##         1923         6226         3539         3691         3588 
## 2.012427e-04 2.334194e-04 1.926372e-06 9.327650e-05 5.507186e-05 
##         7101         4937         4775         5273         7054 
## 6.977261e-05 7.515478e-05 1.422654e-05 1.846282e-04 1.941155e-05 
##         5087         8609         6589         9224         9335 
## 4.851761e-04 4.702222e-04 3.319696e-04 1.311573e-04 1.273660e-04 
##         2090         3334         8551         2312         5208 
## 5.224695e-05 2.306252e-04 4.713608e-04 1.125636e-06 5.734830e-07 
##         1124         3296         1409          579         3969 
## 3.995478e-08 4.014454e-04 1.830057e-04 2.301599e-05 1.391479e-08 
##         9352         6924         4509         8126         6326 
## 2.959275e-05 2.485684e-05 5.132002e-05 1.174144e-05 2.007416e-05 
##         2909         6844         6406         5181         4551 
## 3.884482e-08 4.057240e-04 5.541619e-05 1.189387e-04 8.274676e-05 
##         7454         4867         6931         3717         3820 
## 1.065972e-04 4.405055e-05 1.271284e-04 1.269480e-04 8.043933e-05 
##         6870         7805         8470         2111         8584 
## 1.470091e-05 8.899221e-06 1.636006e-04 1.720578e-05 1.299426e-05 
##         9559         6714         9078         7415         3170 
## 6.058838e-05 2.751973e-04 1.610827e-09 3.546795e-05 1.472166e-04 
##         3243         1995         8715         6382         8931 
## 1.604640e-05 3.292857e-05 1.537292e-04 2.562013e-06 6.358796e-04 
##         2879          860         7470         5053         6457 
## 2.500552e-04 1.026206e-04 1.882783e-04 1.669249e-04 2.170259e-04 
##         9972         7159         5584         4944         2848 
## 1.012391e-05 1.034651e-05 8.873457e-05 2.179642e-06 2.528773e-05 
##         5673         7758         7614         2202         3103 
## 1.049521e-04 1.832629e-04 2.838977e-05 9.136418e-05 2.629326e-05 
##         3571         6492         4520         5351          567 
## 3.882677e-05 2.025016e-04 2.777350e-04 3.227614e-06 3.715830e-04 
##         3552         2917         3486         3659         8316 
## 4.428311e-05 2.179663e-04 6.323873e-05 2.746208e-05 1.775020e-05 
##         3002         9801         4611          140         6849 
## 2.013256e-04 2.222346e-05 3.275019e-04 1.196592e-04 1.720874e-04 
##          770         2903         2321         5162          104 
## 5.790071e-05 2.443470e-04 4.884215e-04 1.452547e-04 1.347712e-04 
##         4204         8988         1740         7139         9798 
## 1.563802e-05 4.704428e-04 3.842530e-05 1.537552e-07 8.822308e-06 
##         1545         4756         6995         1592         1803 
## 1.811150e-04 5.239999e-06 3.657115e-04 2.224870e-05 8.952327e-05 
##         5052          470         4336          452         4174 
## 3.866855e-05 1.126322e-04 4.724662e-06 7.862776e-08 9.146885e-05 
##         3830         5375         9004         2672         5200 
## 1.588861e-04 4.450050e-05 4.838184e-05 2.124783e-04 1.835682e-06 
##         8378         1800         5085         1957         2595 
## 2.419415e-06 1.276552e-03 3.692905e-04 9.753018e-06 2.283732e-05 
##         9920         1399         3326         3283          366 
## 1.832000e-04 2.723857e-07 2.590434e-04 3.257571e-05 1.049288e-04 
##         8442          465         9709         4833         8700 
## 6.651146e-06 3.588225e-04 5.667521e-05 1.478839e-04 8.233796e-06 
##          476         3070         8568         6343         1173 
## 2.098599e-05 5.397050e-05 1.486938e-04 6.841966e-05 1.461630e-04 
##          330         7712         5498         3719          657 
## 1.213720e-04 3.788050e-05 7.339909e-05 1.042702e-04 1.864175e-04 
##          756         8657         2450         1374         2288 
## 9.175371e-05 2.358952e-05 1.153152e-05 9.600650e-05 7.133526e-08 
##           49         7772         7095          238         1206 
## 4.299193e-04 3.070361e-04 4.329664e-06 2.008721e-04 9.072486e-05 
##         3633         4344         2741          843         5919 
## 6.460681e-06 3.320036e-04 2.547147e-03 2.086318e-04 3.259998e-04 
##         7730         3689         7036         9544         3589 
## 1.349797e-06 4.958166e-07 9.386107e-04 2.254526e-04 1.448060e-06 
##         4502         2243         7002         9455         2013 
## 9.305136e-07 3.487982e-05 9.049668e-06 3.042681e-04 1.739325e-04 
##         2733         4292         2990         9790          290 
## 7.578088e-05 8.593027e-06 2.639288e-05 7.495946e-05 1.533224e-04 
##         2877         6185         1147         5420         6029 
## 2.174578e-04 9.787944e-05 2.232828e-05 1.083866e-04 1.842502e-04 
##         4589         3242         2038         6534         7782 
## 2.490155e-04 3.730740e-06 2.813547e-05 5.750707e-05 3.737562e-05 
##         2782         4489         4462          859          943 
## 5.301516e-05 5.751333e-04 2.056062e-06 8.161912e-05 9.292450e-05 
##         6626         1662          280         8033           45 
## 4.965785e-05 6.620526e-05 4.739688e-05 6.121965e-06 1.700212e-04 
##         1016         1737         6639         8012         9100 
## 1.384324e-05 1.267676e-04 2.314602e-05 7.835158e-05 5.048045e-06 
##         6732         5512         2975         1979         3365 
## 1.450103e-04 2.366937e-05 1.659477e-04 1.436024e-04 1.972142e-05 
##         1689         5599         6548         6304         8602 
## 7.393369e-05 1.476720e-05 3.172033e-05 1.648879e-04 7.910594e-06 
##         2301         6954          888          771         7996 
## 1.052309e-03 5.623992e-05 2.094069e-04 8.122396e-05 6.674486e-04 
##         8603         6209         1549         5516         1607 
## 1.769857e-04 1.523279e-05 3.328346e-05 1.493176e-04 2.798022e-04 
##         1174         9422         9986         4212         9029 
## 2.771162e-04 9.689622e-05 1.291198e-04 3.824767e-06 6.462350e-05 
##         4068         6564         1376         8597         1182 
## 9.842542e-05 3.984378e-05 1.522023e-04 5.143203e-06 6.622730e-04 
##         4917         8639         3678         9694          803 
## 1.999342e-07 5.113396e-05 2.503143e-04 1.311758e-06 8.636665e-06 
##         3453         8552          245         3836          929 
## 3.309718e-04 1.761825e-04 3.244939e-04 1.207491e-04 2.522615e-04 
##          553         2416          727         1312         4973 
## 3.690645e-04 1.063117e-04 6.331973e-05 6.261690e-06 1.780312e-05 
##          688          411         3880         6502          780 
## 7.502073e-05 1.725253e-04 2.396128e-06 7.714228e-05 4.310945e-06 
##         1598         4404         3408         1764         5608 
## 5.312136e-05 1.383795e-04 2.399888e-05 1.344111e-04 1.911451e-03 
##         2850         1519          656         2162         7684 
## 1.972429e-05 6.719772e-05 4.627830e-04 1.064860e-04 4.502505e-05 
##          439         7523         5612         6241         3162 
## 5.062574e-05 2.717450e-05 2.882784e-04 4.637295e-07 1.824971e-06 
##         1095         4358         7570         4861         7786 
## 1.401056e-04 7.796238e-04 1.688108e-04 3.618173e-04 4.929040e-05 
##          759         7404         9395         5473         5171 
## 4.691490e-07 9.257302e-05 6.898660e-04 9.261791e-05 6.914201e-05 
##         6045         6929         4871         7352         6338 
## 7.189716e-04 5.276967e-04 2.333901e-06 8.366948e-05 2.584223e-03 
##          372         8502         6066         5369          849 
## 1.646257e-05 2.223820e-04 1.002987e-04 6.288605e-04 1.455773e-04 
##         6035          805         3258         2982         4128 
## 1.194805e-04 1.851262e-03 1.449545e-05 1.366344e-04 6.746950e-05 
##         3823         5151         9164         1856         3076 
## 5.565438e-05 3.218476e-04 3.727530e-05 1.753723e-05 2.993645e-05 
##         3333         1871         9722         1431         1187 
## 8.735865e-06 1.828585e-04 3.756690e-06 4.615290e-04 9.940064e-04 
##         3327          683         7314          505         8767 
## 1.393944e-06 1.805723e-04 1.335111e-04 3.094262e-06 2.152601e-06 
##         9454         7607         1365         1024         1131 
## 1.297690e-04 3.019494e-05 1.714376e-06 3.443564e-04 2.093819e-04 
##         8439         8533         5559         4646         3508 
## 1.416302e-04 4.354025e-04 1.116734e-04 3.730657e-04 2.011077e-04 
##         5234          173         9093          223         8129 
## 6.119982e-07 9.329392e-05 8.081460e-04 1.103707e-04 7.063488e-06 
##         7720         8257         8101         8322         9998 
## 9.422289e-05 8.156868e-05 1.182477e-04 1.571940e-05 2.211587e-03 
##         5934         6969         4943         7820         7303 
## 7.227196e-05 3.938589e-05 3.068351e-04 3.169765e-05 2.779439e-04 
##         8901         1574         4961         5823         7700 
## 8.031639e-05 4.287581e-05 8.863500e-07 4.241010e-06 3.779055e-05 
##         2859          629         8775         7544         1121 
## 1.237737e-04 5.104764e-05 2.066455e-04 6.193139e-05 7.426454e-04 
##         6072         9530         9777         1237           60 
## 5.448831e-04 6.941447e-05 4.828228e-05 5.672364e-06 3.562129e-04 
##         7005         9499         5650         4059          527 
## 2.648150e-04 9.299729e-05 4.152985e-04 2.330681e-04 7.490525e-05 
##         8274           88         4990         1944         6056 
## 4.371141e-04 5.001247e-05 3.166878e-06 5.772579e-05 3.826678e-05 
##         1562         5450         3937         1573         3917 
## 8.669328e-04 1.567847e-04 1.395890e-05 3.079476e-06 2.001808e-05 
##         3769         5774         5084         7331         2256 
## 1.067541e-06 8.782352e-05 3.774847e-05 1.294008e-04 1.651837e-04 
##         8847         4491         2847         7312         6988 
## 1.431944e-04 2.675940e-06 8.714309e-05 5.667563e-04 9.520750e-06 
##         1284         5402         1772         8031         2603 
## 2.210442e-05 1.288578e-04 3.240844e-04 4.338630e-05 4.057139e-04 
##         9685         3094         7881          384         1125 
## 4.403812e-05 5.673389e-06 6.008144e-06 1.564891e-05 6.361620e-06 
##         7251         6302         7868         3537         1940 
## 3.739187e-04 5.606444e-05 3.450354e-05 2.297576e-06 2.616884e-05 
##          205         2673         8642         4406         9880 
## 1.328702e-03 3.892696e-04 2.495077e-06 6.199934e-04 2.391714e-05 
##         1482         3093         6755         1682          311 
## 9.398761e-07 4.542865e-08 3.454207e-04 2.656287e-05 4.124042e-05 
##         2532          409         2418         7585         9036 
## 2.718231e-05 5.334075e-04 9.457500e-05 8.959437e-05 4.809779e-06 
##          666         3428         1911         9479         1747 
## 8.107829e-05 1.541940e-04 6.295616e-04 5.775213e-05 1.710352e-04 
##         2146         1163          168         5207         4144 
## 4.916874e-05 3.797644e-05 4.268373e-05 2.558849e-06 1.065825e-04 
##          362         7327         5835         3614         2224 
## 7.443816e-06 2.898529e-04 8.676752e-05 3.595478e-08 3.280619e-05 
##         9252         4263          635         7719         9503 
## 1.725255e-04 2.412986e-04 1.887369e-05 3.880838e-04 4.206210e-05 
##         9858         4723          577         2625         5879 
## 2.072369e-06 7.352809e-05 9.167295e-05 1.999858e-04 5.407775e-04 
##         3055         9365         9802         2085         7201 
## 2.145885e-05 1.591067e-04 3.206874e-04 5.063439e-04 1.142081e-04 
##         1299          604         9284         1823         8145 
## 2.304303e-06 1.790187e-06 1.448241e-05 1.178980e-07 1.527711e-04 
##         2891         7743         5013         1745         5954 
## 5.065393e-07 2.173645e-05 2.069865e-05 2.306460e-04 3.035627e-04 
##         9550          608         1084         8348          548 
## 7.854348e-05 1.045968e-04 9.674888e-05 6.146242e-05 1.692050e-04 
##         8751         8162         8549         4665         2024 
## 2.677371e-04 2.643160e-05 8.345586e-07 2.519059e-04 1.112531e-04 
##         1419         8827         2156         5100         6249 
## 2.534020e-07 3.533564e-04 2.693966e-05 4.216271e-05 2.362453e-04 
##         8512          466         8681         3105         7943 
## 2.890319e-03 5.241187e-05 4.564407e-08 5.363517e-05 3.223939e-07 
##          109         1648         8737         7853         4137 
## 3.224344e-05 5.991076e-04 2.000115e-05 6.044678e-05 3.711508e-04 
##         8231         8405         2507         3344         9001 
## 1.652660e-05 2.560525e-05 8.705335e-07 9.984294e-05 1.189002e-05 
##         6594         5947         7550         5254          592 
## 4.429865e-04 1.400968e-04 1.137100e-04 1.603556e-04 4.044769e-05 
##         5853         6947         8138         2665         1132 
## 3.052852e-04 3.528933e-04 1.101191e-06 1.270760e-04 1.716286e-07 
##         1603         8461          108         5025         9244 
## 3.126384e-04 5.506935e-05 3.560502e-05 4.989291e-04 1.929278e-04 
##         7755         5492           58         1106         9540 
## 6.953590e-06 2.523205e-05 2.321912e-06 5.301737e-06 1.538186e-04 
##          420         7622         2730         3487         8821 
## 6.860020e-05 2.586818e-04 5.344618e-05 5.430620e-04 3.513063e-05 
##         7827          373          603         6789         2317 
## 1.193568e-04 2.530088e-04 9.309504e-05 3.314825e-04 5.684876e-06 
##         9751         2711         7244          443         4065 
## 3.043944e-05 5.013207e-06 3.947669e-05 1.240970e-04 2.527181e-04 
##         7443         8830         9109          947          288 
## 1.506669e-05 2.905397e-06 9.262778e-05 2.820745e-04 2.459553e-05 
##         1271         3398         9484         1397         5042 
## 3.441514e-05 3.189562e-04 3.239843e-04 1.740519e-04 7.461546e-05 
##         6620         3284         6076         5705         6784 
## 6.749601e-05 9.280722e-07 4.395097e-05 1.443823e-05 4.164491e-05 
##         8555         7024         6436         6543          117 
## 1.286541e-04 2.026926e-05 1.353622e-04 1.307263e-05 1.998796e-07 
##         8294         2856         4097         3287         5384 
## 5.413618e-06 5.678943e-07 1.926566e-04 3.266180e-06 1.328368e-04 
##         2621         3251         4653         6277         5296 
## 4.036662e-04 3.943006e-04 3.328813e-06 4.107450e-05 1.967453e-05 
##         4196         9014          243         8394           12 
## 6.766192e-05 2.309678e-05 5.522930e-04 5.413745e-05 2.094345e-06 
##         5226          463          701         1855         2483 
## 1.167243e-05 3.562009e-04 3.072814e-05 2.590234e-04 1.677259e-04 
##         9859          985         7738         7459         8717 
## 2.789501e-04 3.625940e-05 5.881257e-05 7.140244e-05 1.500661e-04 
##         4664          389         5589         3210           83 
## 8.652537e-05 9.381729e-04 1.635608e-04 3.810262e-06 9.507976e-06 
##         4395         7485         9989         3019         5600 
## 1.245702e-04 2.462644e-05 1.378445e-07 8.562183e-05 3.407026e-04 
##         5636         6026         8870         3919         3721 
## 1.133007e-04 3.888103e-05 6.462662e-06 3.733491e-05 1.742458e-04 
##           27         3115         7158         1739         8092 
## 9.904464e-05 1.236307e-04 1.447550e-04 2.394821e-05 1.397376e-04 
##         5869         5400         9074         7154         2298 
## 6.600655e-04 1.765899e-04 1.509034e-05 2.928060e-06 1.946221e-04 
##          102         6313         4290         3726          348 
## 7.255027e-05 2.814523e-05 1.085571e-04 3.264758e-04 8.593644e-05 
##          919         2682         4376         1334         8298 
## 5.298532e-05 4.613224e-04 5.904601e-06 3.366091e-04 3.286658e-04 
##          278         5270         5445         6552         2878 
## 1.245280e-04 3.591685e-04 6.749005e-05 6.860581e-06 3.559553e-05 
##         1783         3443         5845         8983          896 
## 4.788278e-05 1.071961e-05 7.465451e-05 3.192800e-05 2.608096e-06 
##         5224         5776         2865         7184          586 
## 2.968613e-05 2.980254e-05 4.622367e-05 6.030983e-05 1.166729e-03 
##         2718         8761         4847         3612         6674 
## 3.739331e-08 2.923082e-04 8.492518e-05 7.381995e-06 8.518911e-05 
##         1491         8353         7953         9573         1521 
## 7.842253e-04 2.697071e-04 8.808748e-06 2.480669e-05 1.093087e-04 
##         5415         9437         6025         7106         1961 
## 2.281830e-04 7.316046e-05 4.975668e-05 8.944187e-06 2.377355e-04 
##         5500         7369          399         3921         3041 
## 1.584355e-04 1.506275e-04 1.422929e-04 2.303564e-04 1.172155e-06 
##         8987          267         8464         6660         1289 
## 4.509239e-05 2.203020e-05 1.876896e-06 7.673601e-05 8.752450e-05 
##         8446         3257         1461         6538         9012 
## 1.316127e-04 3.756887e-04 3.066463e-04 1.073486e-03 2.086774e-04 
##         7790         4252         5937         1335         2944 
## 1.018095e-04 2.172109e-04 9.351679e-05 1.120790e-04 5.389112e-04 
##         1007          498         9369         3876         5144 
## 2.575185e-04 3.764346e-05 8.915587e-05 2.267697e-04 2.404805e-05 
##         6325         5831         1455         9965         8036 
## 3.580673e-04 1.643906e-04 3.396149e-04 2.059303e-05 1.644681e-05 
##         6169         5341         7549         3361         8364 
## 2.468901e-05 6.049866e-06 3.629564e-04 1.364457e-06 5.857149e-05 
##         2780         3972         5624           72         3872 
## 1.491414e-04 1.142388e-06 3.130520e-05 4.370435e-05 2.884308e-05 
##         2622         1954         5167         8480         4327 
## 2.106461e-05 2.597177e-04 5.593602e-05 1.190318e-05 8.692877e-05 
##         5380         4248         7968         5475         9623 
## 1.161715e-04 3.192112e-05 1.375932e-05 4.163466e-05 3.558358e-05 
##         3169         1385         1849          677         9429 
## 4.416073e-05 3.542903e-06 1.200181e-04 4.390187e-04 3.216359e-05 
##         9424         6111         1282         5135         6123 
## 2.101345e-04 1.447357e-04 1.104646e-04 1.418846e-05 2.173243e-04 
##         3377         7349         9038         6254          662 
## 6.764799e-04 8.279613e-05 2.678017e-04 2.233526e-06 2.160661e-03 
##         3073          699         2341         3920         8867 
## 1.439719e-04 2.801055e-05 2.728637e-04 7.744017e-06 4.710809e-04 
##         4456         5800         4927         6488         5447 
## 3.546827e-05 1.297697e-05 3.303539e-04 2.808318e-05 5.399150e-04 
##         5620         7284         8506         4705         5669 
## 1.428958e-03 6.284322e-05 1.000836e-05 3.389474e-09 3.141298e-05 
##         9144         8234         6128         2769         1454 
## 1.218582e-05 1.713692e-05 6.573869e-05 6.341908e-08 5.265962e-08 
##         3785         4013         4579         2984         3728 
## 7.585323e-06 1.521881e-04 1.227745e-04 2.329681e-05 6.610896e-05 
##         9657         8250          414         6274         4986 
## 4.430186e-04 2.751901e-04 1.514117e-03 2.884575e-04 2.958948e-04 
##         4136         1019         8173         1264         8094 
## 3.301243e-06 2.318484e-05 3.210280e-04 6.862046e-05 7.250050e-05 
##          693         1795         9711         8494          982 
## 8.692066e-05 2.185230e-05 6.329645e-05 7.096509e-05 5.336111e-05 
##         3585         2790         9690         1180         8926 
## 9.788631e-05 6.261645e-05 3.076300e-06 2.989275e-04 3.104698e-04 
##          772         1988         8627         9035         6848 
## 1.015875e-06 2.394280e-04 2.002258e-06 1.598016e-05 2.119514e-04 
##         8121         6815         9693         5659         7696 
## 4.971586e-07 1.147632e-04 6.062424e-04 5.559602e-05 4.620939e-06 
##         8852         7245         6230         3654         6411 
## 7.217946e-05 6.195553e-08 5.107070e-05 2.505791e-05 3.384022e-04 
##         5252         7682          257         2721         6863 
## 9.595289e-04 7.407604e-05 1.580509e-05 2.854044e-05 3.757061e-07 
##         8582         2062         5732         5660         1999 
## 4.341064e-05 8.947153e-06 2.790359e-04 6.903843e-06 1.762666e-04 
##         3834         3989         1043         2653         8040 
## 1.521113e-03 2.473070e-06 4.487949e-05 6.082528e-06 2.951843e-07 
##         1762           30         3491         4316         6117 
## 1.934479e-05 5.216749e-04 2.410094e-05 6.184061e-07 1.953058e-05 
##         7724          614         7603         3416         9980 
## 5.685601e-05 2.600467e-04 7.648002e-05 2.707735e-05 7.863611e-04 
##         9211         2103         4293         2019         3791 
## 1.699813e-05 5.058245e-05 8.217474e-05 8.613622e-05 1.888330e-05 
##         4645         8878         8397         7177         4626 
## 1.254555e-04 1.643323e-04 5.038515e-05 6.514971e-06 1.010998e-05 
##          684          383         5862         4570         2522 
## 5.797903e-05 2.258251e-05 5.204934e-07 4.198946e-05 5.559338e-04 
##         5412         3767         8703         7455         7685 
## 4.410755e-05 1.205421e-05 1.269625e-05 4.208120e-05 6.504029e-08 
##         9781         8800         6854         7419         6088 
## 6.664435e-08 7.350512e-05 2.433010e-04 2.009694e-04 3.103038e-07 
##         8176          748         3310         8441         2979 
## 1.271627e-04 2.719884e-05 1.323591e-04 1.321085e-05 1.031325e-04 
##         2180          260         3048         6579         8810 
## 4.376926e-07 2.027530e-04 9.669333e-06 1.408311e-05 1.353073e-04 
##         7863         3698         4237         5323         8150 
## 1.375905e-04 1.053714e-04 4.770096e-07 2.908724e-04 2.707761e-04 
##         9786         8083         3629         6645         6144 
## 9.296257e-05 2.081342e-07 1.340986e-04 1.411121e-04 3.195632e-05 
##         2075         7668         2339         9665         2322 
## 1.312798e-04 1.940014e-06 1.250820e-05 9.211772e-07 1.725139e-08 
##         6322         8293         1423         6859         5374 
## 2.381028e-04 5.075263e-05 9.952430e-06 9.131119e-05 1.196474e-04 
##         6593         5981         4554         3207         9238 
## 1.500656e-05 2.791925e-04 1.162571e-04 1.360288e-04 2.007990e-04 
##         6151         8288         4685         3970         1945 
## 1.374001e-05 4.379691e-04 5.079586e-05 1.734261e-04 1.272270e-03 
##         3132         1744         4074         4086         7866 
## 3.641511e-05 6.465200e-06 2.453363e-04 2.918361e-04 6.167844e-06 
##         1678         4535         9646           80         6229 
## 5.761854e-05 2.881196e-05 1.274122e-03 9.176122e-05 6.380874e-05 
##          317         3870         3249         4073         9229 
## 4.862540e-05 3.939386e-07 2.057973e-06 1.893293e-04 2.715467e-05 
##         9044         4417         3465         8581         9814 
## 1.565623e-05 1.288507e-03 1.079847e-05 9.941482e-06 1.010620e-05 
##         4337         1536         7155          721         1908 
## 2.695320e-05 2.130633e-05 8.048646e-05 2.716639e-05 6.333646e-04 
##         9841         9853         8183         3757         9975 
## 2.967226e-04 7.465746e-06 6.989966e-04 5.245402e-04 5.319369e-04 
##         9536         8888         9459         4426         3122 
## 1.056349e-04 8.568211e-05 8.022880e-07 1.240160e-04 6.509730e-05 
##          347         8091         8788         1347          852 
## 8.709672e-06 8.745262e-04 2.258932e-05 1.337441e-04 5.312977e-05 
##         8305          231         5325         1114         2911 
## 1.471823e-04 1.151238e-06 2.415176e-05 2.811243e-05 6.341428e-05 
##         8210         5346         4794         9175         9000 
## 7.225981e-04 1.211957e-04 7.165228e-05 3.388439e-04 3.358660e-05 
##         1701         8010         3124         2661         5028 
## 9.427447e-05 6.925757e-05 1.311111e-04 4.157036e-08 8.119189e-06 
##         2929         7041         6107         5928         9907 
## 1.578011e-04 2.877120e-05 5.171371e-06 6.622593e-05 1.986907e-05 
##         3323         3336         8099         5649         2538 
## 1.026361e-04 5.262493e-05 4.520509e-05 2.464778e-04 4.504390e-05 
##         6220         1993         8269         7771         4392 
## 2.759155e-05 4.946653e-05 6.527769e-05 1.191671e-04 2.464638e-05 
##          557         6682          451          847         5622 
## 3.102344e-03 7.676938e-05 1.403152e-05 7.088644e-05 2.771053e-05 
##         2198         9934          589         9300          297 
## 2.041602e-05 2.617713e-04 8.227170e-05 1.162463e-03 1.430221e-05 
##         9497          289         3814         9194         8336 
## 5.405546e-04 9.926757e-06 1.514646e-05 2.730801e-04 8.068507e-05 
##         6137         1837         2004         3082         7472 
## 1.320057e-04 4.429306e-04 5.649814e-05 2.212411e-04 5.110361e-05 
##           37         8773         3535         2076         6396 
## 5.087855e-07 4.207495e-05 1.174949e-05 5.068095e-07 1.045838e-04 
##          138         9774         2205          590         2348 
## 6.625471e-05 4.229571e-07 4.336568e-05 2.467926e-04 1.077110e-04 
##         6764          960         2597         9674         3946 
## 7.463875e-05 2.889429e-06 6.586713e-05 4.794429e-06 1.021080e-04 
##         6412         6846         2654         8443         5543 
## 1.038905e-06 3.561419e-04 5.454120e-05 2.055646e-04 2.216633e-04 
##         7014         2137         8667         2250         1219 
## 6.835613e-05 2.182671e-06 1.614634e-07 1.907426e-06 5.548880e-06 
##         7126         2208         7379         4697         8623 
## 4.614638e-05 5.665226e-04 8.447291e-05 9.282989e-06 6.357141e-05 
##          473         1506          741         3670         2641 
## 3.733404e-04 2.151006e-07 6.206881e-04 1.674962e-03 4.860731e-05 
##         4305         1262         9830         3979         5410 
## 1.693461e-04 2.205254e-04 2.277261e-04 5.767038e-06 6.074846e-06 
##         7362         4547          818          410         6608 
## 2.399475e-04 3.760342e-04 1.888930e-04 2.438159e-06 8.599778e-06 
##         5104         8896         5598         5980         4488 
## 2.965429e-06 1.953994e-04 2.088433e-05 5.746783e-05 1.276133e-05 
##         3197         2335          766         6110         6933 
## 1.508278e-04 2.040281e-04 1.022734e-04 7.294247e-06 2.052345e-05 
##         1145         6427         8379         4586         2413 
## 2.498276e-05 8.163355e-05 3.216279e-06 1.146834e-04 3.436861e-05 
##         1572         3454         3718         7247          221 
## 6.044041e-05 7.237949e-06 2.859371e-05 4.845769e-04 8.904587e-05 
##         5793         5250         3322          994         5596 
## 4.989616e-05 3.754274e-05 6.757440e-04 3.221517e-05 7.783396e-07 
##         2774         2954          116         1699         3878 
## 5.911161e-05 2.698120e-05 3.276374e-07 1.098106e-03 1.570208e-04 
##         3046         1181         8347         8068         6366 
## 1.462810e-04 2.928958e-05 4.718791e-03 4.981866e-04 1.549383e-07 
##         7357         3279         1929         7929         8535 
## 3.033782e-07 8.814295e-06 1.299743e-04 4.064880e-05 1.527722e-05 
##         6592         3598          107          549         2516 
## 1.847089e-06 2.306109e-05 6.379487e-05 8.420664e-04 2.723144e-05 
##         7752         4676         1681         7059         6054 
## 3.346865e-06 1.660925e-04 6.871707e-06 2.893779e-04 1.124364e-04 
##         7256         6642           32         5590         1080 
## 2.060462e-04 5.427040e-07 4.554825e-06 5.071579e-04 4.143974e-04 
##         2710         8028          718         4629         6311 
## 3.045393e-04 3.019660e-04 1.313447e-05 5.095592e-04 4.784930e-06 
##         3729         4496         4657         9409         4876 
## 9.542915e-06 1.463202e-06 4.127464e-06 1.539807e-04 2.752582e-04 
##         7441         4471         3387         2644         6892 
## 3.631887e-04 4.002162e-04 2.144513e-06 3.614631e-04 9.987104e-05 
##         8680         9355         9931         3357         9660 
## 1.726888e-04 6.369077e-06 3.937110e-05 1.098866e-04 2.876999e-04 
##         8859          525          461         8051         7388 
## 3.252533e-06 6.964699e-05 3.898805e-05 6.755311e-05 4.708325e-05 
##         4920         4058         1304         6768         3462 
## 9.392199e-07 1.309715e-03 3.194689e-05 4.519026e-05 8.110747e-05 
##          293         9924         9110         8722          648 
## 2.222599e-04 1.736717e-04 1.220596e-04 1.056350e-04 2.000666e-04 
##         1694         6607         9363         3111         2793 
## 1.179134e-04 2.889083e-05 6.240361e-07 1.582210e-04 6.259256e-05 
##         2916          698          621         3382         9899 
## 2.037041e-04 6.272664e-05 3.937019e-04 3.568761e-04 2.019756e-04 
##          137         2245         4386         2486         8009 
## 8.376626e-05 3.656653e-06 9.892658e-05 1.715731e-07 5.180669e-05 
##         5458         3546         4609         9648         7271 
## 1.290141e-04 2.087865e-07 4.238912e-07 2.316364e-05 6.957743e-05 
##         8705         2768         4673         4162         4952 
## 1.993794e-05 1.711283e-04 5.931519e-05 2.784748e-05 1.978698e-06 
##         2864         7372         3444         1005         7780 
## 1.139980e-04 3.684252e-05 2.440419e-04 1.060729e-04 3.392320e-05 
##         1158         9860         2749         2636         6100 
## 2.573919e-05 3.206013e-05 1.361891e-05 1.052514e-04 1.903216e-04 
##         6706         6873         4576         8312         6850 
## 8.765931e-06 4.538304e-06 4.446261e-04 7.766376e-06 6.238470e-04 
##         2375         2092         2797         2319         5796 
## 9.766598e-06 1.291202e-05 2.458166e-07 2.528290e-05 6.938400e-05 
##         1255         6596         9281         4472         6355 
## 1.758329e-04 2.477483e-04 3.522623e-05 1.111000e-04 1.509737e-04 
##         7855         8666         1797         8671         9565 
## 1.499962e-06 1.125515e-05 3.280597e-04 1.728491e-05 5.501071e-05 
##         1463         5020         8796         4082         5199 
## 4.511443e-05 1.543360e-04 1.598848e-04 2.718712e-04 1.518170e-06 
##         5256         8591         7020         7010         4090 
## 7.619009e-05 1.061759e-03 3.182811e-07 5.867452e-06 1.299668e-04 
##         1930         2267          249         1433         3934 
## 2.843959e-05 8.133044e-04 3.814798e-05 9.048329e-05 7.129981e-06 
##         3975         1113         6911         5464         3013 
## 2.977087e-05 2.936640e-04 1.051384e-04 1.646647e-05 2.810071e-05 
##         2025         3450         9620         3168         8935 
## 2.662208e-04 2.789321e-06 5.609812e-06 6.181458e-05 4.906940e-05 
##         1712         3225         9729         9904         5381 
## 3.743940e-05 4.388734e-05 3.251473e-07 3.576661e-04 9.706635e-05 
##         1281         9234         5502         3056         6775 
## 7.641050e-07 9.264871e-06 8.068085e-05 3.923679e-05 7.061235e-05 
##         2593         2419         1476         1918         9290 
## 2.919290e-06 2.151086e-05 3.372029e-04 1.084509e-03 1.669132e-04 
##         2241         2122         1065         4818         7110 
## 2.409873e-05 2.808102e-04 4.751541e-04 2.353585e-06 9.291489e-05 
##         3298          571          433         6279         6000 
## 2.128444e-04 1.128861e-04 1.648937e-04 3.480905e-05 5.712893e-05 
##         1470         9272         3045         2706         1052 
## 1.689643e-04 7.165159e-05 4.573826e-06 4.513434e-05 4.720339e-05 
##         8077          321          784         8109         8819 
## 2.875501e-04 3.318831e-05 7.718111e-05 8.419130e-05 1.647419e-04 
##         3097          922         3753          978         8333 
## 1.398072e-04 2.946774e-03 1.123116e-04 2.544049e-04 1.125217e-04 
##         3708         4063         3218         3154         9371 
## 2.206653e-06 4.443704e-06 2.163379e-04 1.324827e-05 7.567395e-05 
##         8861         1860         6621         4474         2254 
## 2.923468e-06 5.027858e-06 1.593944e-04 2.066090e-04 1.044626e-03 
##         5213         7057         7843         9644         3649 
## 1.972422e-05 9.311763e-05 3.028677e-05 1.730878e-04 9.493761e-05 
##         3150         8227         7254            2         1732 
## 1.944588e-04 1.649904e-04 5.035632e-08 1.703719e-04 1.721809e-04 
##         6082         3827         4028          500           81 
## 1.880420e-06 1.437245e-04 4.853829e-04 6.926514e-05 3.159404e-06 
##         5396         4965         8386         2752         8740 
## 5.381143e-05 2.060493e-05 3.392640e-04 3.046159e-05 4.963755e-04 
##         9033         3483         9377         5561         4717 
## 1.526945e-04 1.544603e-04 8.041422e-04 9.997452e-05 2.666071e-04 
##         5496          481         7762         8013         2271 
## 4.852463e-05 3.325558e-05 4.940718e-06 3.834873e-04 7.838205e-05 
##         9083         5510         3384         2128         6759 
## 7.713553e-05 9.302926e-08 3.246590e-05 2.533952e-04 9.560774e-05 
##         1847         7469          624         6071         7109 
## 2.369635e-04 6.038890e-05 3.453361e-06 2.818788e-07 2.751716e-04 
##         4197         8916         1214         8523         8032 
## 4.060697e-06 1.807060e-05 5.507234e-08 8.263080e-04 8.391758e-05 
##         6378         4899         7709         9448         8402 
## 2.456242e-04 3.247821e-05 1.641091e-05 8.259222e-06 2.931549e-04 
##          605         6599         6094         5704         1720 
## 9.947431e-07 6.788149e-06 1.915543e-04 2.931981e-04 2.724402e-05 
##         9834         3353         8191         5145          421 
## 5.570070e-07 1.497568e-05 9.030352e-07 6.546559e-05 1.916767e-04 
##         2568         3418         7896          692         6518 
## 6.557974e-04 9.738459e-04 8.510742e-08 4.179639e-05 2.038202e-04 
##         3112         6027         1557         4740         9090 
## 5.453556e-05 3.131269e-05 6.165592e-05 5.042265e-04 8.546297e-07 
##         5788         2995         3536         2656         9232 
## 4.891994e-04 3.401689e-05 1.438650e-05 2.013529e-04 1.523029e-04 
##         5091         7514         7829         7044         6416 
## 1.158198e-04 8.236953e-06 6.751133e-05 9.506147e-06 4.564596e-04 
##         2473         9793           86         8477         4364 
## 4.079430e-04 3.874693e-04 8.171711e-04 7.361110e-05 3.094187e-05 
##         7232          773         5417         5110         7477 
## 9.196802e-05 2.005508e-04 4.788993e-05 4.974840e-04 1.776356e-05 
##         9852         9760         6019         2541         9531 
## 7.269526e-05 1.233484e-05 3.523706e-04 1.355164e-04 3.157014e-05 
##         4633          971         8521         3882          991 
## 5.350651e-05 3.096840e-05 2.578457e-04 1.312150e-04 1.751709e-05 
##         4105         6441         4173         3933         9148 
## 3.440520e-05 8.815325e-05 1.269673e-04 6.187867e-05 9.048852e-06 
##         2581         5477         3648          158         3888 
## 4.605256e-05 1.974819e-05 1.233962e-03 5.772977e-04 8.294821e-06 
##          827         6689         6865          524         2015 
## 5.697874e-04 1.069265e-04 3.832110e-04 6.942416e-05 1.630051e-05 
##         7195         5860         3269           89         9632 
## 6.784800e-05 1.321750e-05 5.769562e-05 4.712151e-05 4.644038e-05 
##         5819         7528         1780         8355         9313 
## 1.688116e-04 2.949395e-04 1.703227e-05 1.619329e-04 5.755485e-05 
##         8326         2434         6590         7006         2508 
## 1.038646e-03 1.140655e-05 1.957738e-04 4.104949e-04 1.335731e-06 
##         2511         9204         2466         3232          611 
## 8.544093e-05 7.904737e-04 1.133454e-04 1.821379e-05 1.264084e-04 
##         2123         8238         1194         8319         6139 
## 1.233764e-05 2.690527e-04 2.409563e-06 1.368995e-06 1.265202e-04 
##         8062         1541         8287          792         4051 
## 9.353903e-07 1.284455e-04 5.232697e-04 2.569972e-04 2.619168e-05 
##         3575         1017         5785          628         9198 
## 1.221349e-06 3.834224e-06 1.034934e-04 3.911026e-05 1.531718e-04 
##         1162          822         2938         5228         6270 
## 3.624065e-04 5.579604e-05 4.591768e-05 1.883950e-05 1.340488e-04 
##         3351         3978         5623         6942          618 
## 1.691416e-04 5.635981e-04 9.014339e-06 2.059946e-04 8.032831e-05 
##         4262         1601         1314         1384         5005 
## 3.523838e-04 7.878123e-05 1.346012e-06 1.182000e-05 4.620231e-05 
##          777         2956         8572         2369         9875 
## 2.906202e-06 6.890281e-06 2.163635e-04 1.914044e-05 2.633315e-06 
##         1718         9552         4636          774         9303 
## 1.051853e-04 1.292014e-06 1.148186e-04 2.142467e-04 5.505764e-05 
##         4158         8411         3299         2748         2846 
## 6.643759e-05 3.149476e-05 1.456315e-06 2.073222e-05 2.400502e-04 
##         5553          935         1022         9138         5852 
## 5.039316e-05 1.321285e-07 7.221756e-05 1.140168e-03 3.563153e-04 
##         2452         7702         3930         1348         5095 
## 6.371785e-05 1.608209e-04 4.746310e-05 1.814834e-04 5.949845e-05 
##         3556         4060         5117         1426         9433 
## 3.717924e-04 8.903522e-05 2.677096e-05 3.407332e-04 5.477561e-05 
##         3855         7079         7414         9758         8994 
## 2.108304e-05 2.027411e-04 7.558147e-06 1.413568e-04 2.266981e-05 
##         9249         3831         4014         3652         9643 
## 1.028113e-06 2.974243e-04 4.452107e-07 4.847122e-05 1.369795e-05 
##         9739         6146         4804         1981         3039 
## 2.510245e-05 1.520052e-05 1.526511e-05 3.365434e-06 5.662034e-06 
##          218         4064         4314         4182         1493 
## 2.570901e-06 2.643717e-05 7.805972e-06 5.276816e-05 2.222641e-04 
##         9631         8192         4956         8320          563 
## 1.815647e-07 4.304592e-06 5.781599e-05 5.207143e-06 4.728999e-05 
##         8331         9203         7751         6567         2852 
## 5.875605e-05 4.015007e-07 2.078375e-05 3.296431e-04 6.808063e-05 
##         2658         2611         4464         3051         6315 
## 2.024479e-04 8.552517e-07 1.172985e-04 2.411341e-05 6.510240e-04 
##          643         4612         8999         6852          495 
## 1.215698e-04 4.004623e-06 1.082660e-05 1.167495e-05 1.799908e-04 
##         5368         4967         3904          444         6161 
## 9.890040e-05 5.769955e-05 2.869336e-05 3.632210e-05 1.095711e-03 
##         5690         5372         2432         8343         4066 
## 4.500240e-04 3.284621e-06 2.591787e-04 4.367302e-06 7.499887e-06 
##         1960         1176         3186         7823         1858 
## 8.826216e-05 3.273414e-05 9.846583e-06 2.073191e-05 2.384846e-06 
##         4254         2071         2296         3911         9800 
## 3.206532e-04 1.060969e-06 8.570665e-05 6.351615e-05 3.998417e-06 
##         6086         4449         5904         5780         7205 
## 6.218673e-04 3.266033e-04 9.524688e-05 1.568619e-04 1.362423e-06 
##         6663         5902          268         8911         2862 
## 6.281354e-07 6.436739e-07 4.746315e-04 1.678832e-04 1.972441e-05 
##         1774         5286         5263         9719         8515 
## 1.004809e-03 1.360169e-03 1.491146e-03 1.339009e-04 2.531134e-04 
##         2392         5184          398          726         4040 
## 1.862908e-04 4.714069e-07 6.184632e-05 8.201450e-06 2.255511e-04 
##         8069         9172         3219         4261         9548 
## 6.807819e-05 5.531814e-05 4.944354e-05 9.480451e-05 9.491662e-05 
##         7905         1659         7183         2707         9893 
## 1.000946e-05 6.224509e-06 1.601879e-03 4.304188e-05 2.745674e-06 
##         6504          686         7223         7307          793 
## 9.860680e-04 1.214918e-04 2.806010e-04 5.599162e-05 1.195476e-04 
##         1566         9702         8718         4815         4427 
## 1.159863e-04 3.880922e-04 1.497953e-04 4.659777e-05 7.093008e-07 
##         9193         5759         3459         9103         5076 
## 2.881949e-05 4.511693e-06 5.428222e-05 6.181356e-05 3.078268e-05 
##         3403         8721         8522         2213         3507 
## 6.051589e-05 9.038084e-05 2.029401e-07 2.305732e-05 1.558261e-04 
##         9580         1848         8020         4222         4780 
## 2.269392e-05 1.334589e-04 9.065049e-05 4.763942e-04 9.858563e-05 
##         6571         7655          122         9584         2462 
## 7.019144e-05 2.853586e-04 8.790372e-05 3.253392e-08 1.085021e-05 
##         8812         8619         6303         8543         3143 
## 2.107073e-04 1.431668e-05 5.741101e-05 6.304697e-05 1.723253e-05 
##         7084         5574         2726         7274         5533 
## 8.599792e-05 4.454379e-07 1.884241e-04 2.501123e-05 8.413567e-05 
##         1251         1407          998         5198         8883 
## 4.151797e-05 1.490641e-04 8.007477e-06 3.086695e-07 4.112856e-04 
##         6456          600         6126         9517         5331 
## 3.082818e-04 1.287767e-04 2.192662e-05 3.560945e-05 9.940445e-05 
##         6921         6218         7458         6986         6202 
## 4.955370e-05 2.037471e-04 1.645849e-04 1.877400e-07 7.010647e-06 
##         7568         6074         8155         7500         3628 
## 2.000339e-05 1.258712e-04 4.711212e-05 4.093147e-05 3.455193e-04 
##         3948            1         6062         3890          519 
## 2.471930e-04 2.475317e-05 8.358777e-05 7.507536e-06 4.394200e-04 
##         2065         2548         8004         4385         1859 
## 1.140120e-04 1.469207e-04 2.691932e-04 1.874988e-05 5.539401e-05 
##         5872           94         4515          743         2237 
## 1.309016e-07 3.728737e-04 6.463730e-05 1.223021e-05 9.319365e-06 
##         2383         3052         9750         1428         2884 
## 3.770307e-04 2.737213e-04 2.572885e-04 3.792890e-06 7.182922e-05 
##         8254         2186         5616         2344         6740 
## 2.080546e-04 1.039697e-04 1.846069e-05 1.801670e-04 8.129082e-05 
##         1001         7345          546         7270         3863 
## 8.622751e-04 1.484663e-04 1.092816e-04 1.308486e-04 9.956604e-05 
##         3268         5682         9876         7679         5080 
## 1.379676e-04 1.877508e-04 9.581851e-06 1.748152e-04 7.272048e-05 
##         1112         7392         3945         3715          769 
## 3.456096e-05 1.227721e-04 1.442921e-04 3.177035e-05 2.162862e-05 
##         8271         4862         5723         4203         8628 
## 4.230537e-06 8.514489e-06 3.282969e-04 2.218377e-05 9.386615e-05 
##         9210         1700         5461         8329         5495 
## 7.852132e-05 2.251483e-04 2.014969e-05 3.061323e-05 6.160337e-04 
##         3475         9473         8225         4187         5311 
## 4.048608e-07 1.629608e-04 2.282732e-06 2.873246e-05 4.582792e-04 
##         4878         4506         5694         5320         8845 
## 1.245841e-05 1.124657e-05 3.291361e-05 1.862109e-04 3.115257e-05 
##         1571         1553         5153         2482         7204 
## 1.989413e-04 4.294211e-04 2.963268e-04 1.739166e-05 3.724940e-03 
##         1212         4370         3559         1730         3922 
## 9.791312e-05 8.622265e-05 4.434998e-05 7.560926e-06 4.806316e-05 
##         7602         3435         5205          558         8644 
## 1.326441e-05 2.984397e-06 8.094366e-09 4.363609e-06 2.490328e-05 
##         9205         3100         9412         8300          945 
## 2.782013e-04 3.907357e-06 5.919283e-05 1.716729e-04 1.794247e-05 
##         3429         7555         2920         2965         6298 
## 3.386044e-08 4.025243e-04 1.312298e-05 1.636080e-05 1.159179e-04 
##         8843         1467          924         2097         3263 
## 3.209272e-06 3.348564e-04 4.340543e-05 1.084046e-05 1.056923e-05 
##         4828         8811         8876         8993         1938 
## 4.141323e-06 8.096936e-06 5.151111e-06 5.603770e-05 9.719330e-05 
##         6361         2832          220         7053         3591 
## 1.611048e-04 6.371086e-05 4.766043e-05 5.571939e-05 2.455708e-05 
##         1577         6425          969         4696         6002 
## 8.947520e-06 1.445442e-04 7.404929e-05 7.255942e-05 1.715715e-03 
##         8745         6494         3896         5988         1818 
## 5.190215e-05 9.353302e-05 2.618386e-05 8.729696e-05 2.377582e-04 
##         3423         8356         2400         3337         5607 
## 2.205407e-06 1.119263e-03 7.068740e-04 9.757760e-06 5.801088e-04 
##         2087         4802         8970         8035         5138 
## 2.754067e-05 6.302882e-06 1.885977e-04 2.432329e-04 3.407733e-04 
##         2973         4260         7618         9514         2659 
## 1.638482e-04 1.505323e-07 3.961895e-09 4.982729e-06 4.745000e-05 
##         9201          786         8438         6143          696 
## 2.166320e-06 8.396343e-05 9.950209e-05 1.232234e-04 1.006722e-05 
##         8895          889         8567         4271         7918 
## 5.863713e-05 2.494783e-10 1.704703e-04 3.664956e-04 4.812435e-05 
##         1133         3172         8503         1624         5427 
## 2.735332e-05 2.857431e-07 2.006236e-05 6.054504e-05 5.936338e-05 
##         4514         7424         8965         3138         2967 
## 4.266923e-06 9.056275e-05 3.775394e-05 5.402156e-07 4.348585e-08 
##         3557         6739         7512         8604         4823 
## 7.445648e-05 2.703626e-05 5.593832e-04 1.163155e-03 1.824791e-04 
##         5195         8981         8780         2333         1457 
## 2.967416e-04 3.148311e-07 2.903001e-05 1.353831e-04 1.444826e-05 
##         9543         5735         5766         4932         9642 
## 1.734152e-04 4.651949e-04 9.963900e-04 2.345964e-05 7.357243e-04 
##         9911         4291         4553          486         5188 
## 1.062781e-04 4.004637e-04 4.863449e-06 5.147349e-06 3.937738e-05 
##         9958         5106          454          950         4006 
## 1.896560e-04 3.552779e-04 1.057997e-04 1.575695e-04 2.135911e-04 
##          143         6989         3656         1796         3886 
## 7.220933e-07 6.180263e-04 9.335408e-06 1.321489e-06 8.266315e-06 
##         5878         1805         6470         5725         2943 
## 1.596893e-04 1.171969e-04 4.952099e-05 4.000240e-04 1.522061e-05 
##         7612         4789         4313         7305         4843 
## 1.442221e-09 1.648940e-04 5.795734e-06 1.215225e-06 1.268763e-06 
##         5149         1267         7687         8286         2006 
## 1.781758e-04 9.758881e-08 2.203550e-06 2.251389e-04 6.511214e-05 
##          198         1190         7456         9264         2229 
## 6.493989e-05 5.401158e-05 6.136851e-07 5.575161e-04 2.455324e-04 
##          638         4000         4079         8636          813 
## 3.148461e-04 1.604867e-04 2.597312e-04 1.470309e-03 1.887980e-05 
##         8735         9510         7290         5907         5812 
## 2.131858e-05 2.827814e-05 4.356053e-05 8.839388e-05 1.835089e-04 
##         1653         9152         4353         2291         1647 
## 5.848358e-05 1.980799e-05 3.669315e-05 5.650241e-04 8.399633e-05 
##          209          691         4240         4925         4124 
## 7.351361e-05 2.722439e-05 3.835956e-04 3.024685e-05 2.890115e-06 
##         1582           10         6757         5883         7474 
## 2.303777e-04 2.570725e-07 6.138305e-04 1.371299e-04 2.253042e-05 
##         2098         1746         3383         9161         9890 
## 2.290298e-05 1.115935e-05 3.086751e-06 3.072532e-04 8.499610e-06 
##         1168         4730         1605         7248         8143 
## 8.703048e-06 8.692471e-04 6.567535e-05 4.783673e-05 1.145627e-03 
##         1983         7566         7969         6152         2459 
## 4.260927e-04 3.538188e-06 5.159249e-05 6.530611e-05 2.568578e-04 
##         9957         9737          361         5251          142 
## 3.069900e-04 3.346161e-05 1.113964e-05 3.300990e-03 4.021820e-04 
##         3592         4388         7383         4287         9062 
## 2.201519e-04 6.005978e-05 2.164580e-04 3.742398e-05 1.473068e-04 
##         3248         1337         2425          819         3818 
## 1.217901e-04 1.856839e-04 9.949014e-07 4.647071e-05 4.402514e-04 
##         6498         9677         7171         3761         2136 
## 1.232425e-04 7.044622e-05 1.266511e-04 3.070169e-04 3.969435e-08 
##         6023         4856         5758         3040         3877 
## 1.140306e-06 1.062463e-04 5.001391e-04 3.049139e-04 1.114243e-04 
##         2328         6036         5761         4163         8001 
## 9.778603e-05 7.206588e-12 3.345873e-04 1.421893e-04 1.449588e-07 
##         6097         3671         6910         2490         6142 
## 6.116714e-05 4.601052e-06 9.667459e-05 2.697641e-04 3.434347e-06 
##         4250         4033         7017         3282         3910 
## 1.063594e-04 1.212418e-06 9.194807e-05 2.763793e-05 2.891176e-04 
##         8266         9868          442         4335         4113 
## 1.403073e-05 2.971051e-05 1.606845e-05 4.380712e-05 3.677420e-05 
##         1064         7334         1708         5072         5795 
## 1.699467e-06 9.086027e-05 1.421703e-04 3.180435e-06 3.343249e-05 
##         9177          435         5886         9820         8309 
## 1.359903e-04 4.692925e-04 4.365233e-04 7.804073e-06 1.834764e-04 
##         6017         6473         6125         3856         7097 
## 3.441136e-05 2.051666e-06 7.637141e-05 6.809218e-05 1.259651e-03 
##         9896         7476         1989         4166         3008 
## 6.193426e-04 8.209826e-09 4.420482e-04 1.716999e-03 2.695511e-06 
##         9952           97         3843         6238         3399 
## 9.416956e-05 1.577509e-04 5.757494e-04 3.467257e-05 1.182374e-04 
##         9367         4750          689         5540         6188 
## 2.277864e-04 2.043396e-04 7.887904e-05 2.361391e-07 8.768373e-05 
##         9137         3944         1615         4112          448 
## 6.354513e-06 1.616092e-05 7.052040e-05 5.057846e-07 1.451397e-05 
##         9508         6047         7846         5419         7189 
## 4.577326e-06 5.645529e-06 4.622346e-05 1.711015e-05 8.746765e-05 
##         4501         1483         2220         3033           55 
## 4.133169e-05 1.715698e-04 1.937872e-05 7.606314e-04 3.892919e-05 
##         3804         1258         3581         3853         2963 
## 4.878778e-04 1.596710e-04 1.143939e-06 1.512293e-04 2.289406e-04 
##         7197         3995         6213         3594         2346 
## 8.857546e-04 4.195653e-05 1.042281e-04 1.783138e-05 4.012244e-06 
##         1766         2896         2722         7778         8241 
## 2.660559e-04 1.539226e-06 1.029878e-04 7.108025e-04 2.176248e-05 
##         9767         1658         2761         1959         9944 
## 7.456377e-06 7.668741e-06 4.381265e-05 1.560747e-05 3.740820e-05 
##         7439         8350         8445         7628          823 
## 2.428090e-04 4.355648e-04 4.958015e-05 3.318765e-04 6.663270e-07 
##         2978         7944         8974         7753         6944 
## 1.113884e-04 3.156613e-07 3.736121e-04 2.829570e-05 1.117269e-04 
##         5528         7960         5520         2074         1418 
## 1.823001e-05 2.063334e-04 4.006077e-05 2.787734e-04 2.006539e-06 
##         3304         9862         6772         5136         6588 
## 2.510818e-05 8.072367e-09 1.081220e-05 9.116224e-05 4.415407e-07 
##         1920         5465         7453         2347         2598 
## 9.974172e-04 3.829808e-05 1.851436e-05 1.187982e-04 1.538681e-04 
##         7032         3521         7493         8726         6206 
## 1.533858e-06 2.755507e-04 1.259427e-04 1.320131e-04 2.061303e-07 
##         1717         2923          163         7516         2222 
## 1.582389e-05 7.750880e-04 1.644295e-04 2.489136e-05 3.225262e-04 
##         6231         2993         2988         6510         7151 
## 3.169140e-06 3.844635e-08 2.537923e-06 1.020316e-06 7.959035e-04 
##         7324          308         1063          565         9483 
## 9.792626e-05 1.398606e-06 1.182781e-04 2.896784e-05 3.962366e-05 
##         3697         5476         6927         9020         7847 
## 2.298472e-04 3.331809e-05 1.009650e-06 3.773150e-05 7.922016e-04 
##         4564          870         5675         1109         2876 
## 7.421695e-04 4.546604e-05 2.143415e-05 2.419342e-06 1.326398e-04 
##         7748         2612         3501         2674         6964 
## 1.413714e-04 4.237558e-05 5.469743e-04 1.042527e-05 1.380707e-05 
##         6225         7725         9346         9828         4560 
## 3.455351e-04 1.180246e-05 6.194784e-05 9.019206e-06 4.486487e-05 
##         4831         3644         3908         5283         4753 
## 5.616027e-05 9.245483e-05 1.003954e-04 1.155318e-05 3.861223e-04 
##         3108         2527         8153         4452         9022 
## 4.431886e-05 5.750993e-04 4.359071e-05 2.958809e-04 4.361556e-05 
##         3252         8100         3568         7945         6512 
## 2.451652e-05 5.954599e-06 5.571521e-04 3.276800e-04 9.204818e-05 
##         3195         2849         1550         3463         2204 
## 2.528180e-04 1.325605e-04 1.991062e-04 5.599945e-06 9.362688e-05 
##         2745         4555         7377         8056         9079 
## 4.534445e-04 1.512667e-04 1.918057e-04 4.436047e-05 1.561055e-03 
##         4168         1992         9921         7873         8302 
## 9.670164e-05 3.134365e-04 4.626606e-06 3.504895e-04 3.098035e-04 
##         9804         7319         9016         1189         7663 
## 7.358566e-05 2.629812e-06 1.563651e-06 1.012275e-04 1.518392e-08 
##         2093         7759         8243         7078         9443 
## 6.433318e-06 7.122938e-05 1.785882e-05 5.830848e-07 5.611672e-05 
##         5877         6700          224         5658         1868 
## 1.266616e-05 3.404945e-05 8.085096e-05 8.190523e-05 1.088347e-04 
##         5863         7694         4719         2968         9299 
## 6.514082e-08 1.522637e-04 1.306808e-04 1.333957e-04 9.050025e-04 
##         5438         6438         2702         7481         6216 
## 2.589526e-04 2.476557e-07 4.164478e-05 2.884948e-08 4.504578e-05 
##         6705         2082         9755         8263         4011 
## 2.267651e-05 6.550630e-04 7.278935e-06 1.548360e-06 6.502703e-05 
##         4278          141         7281         9360         9954 
## 3.575987e-04 8.719939e-05 9.212586e-05 9.526467e-05 1.977599e-03 
##         7671         7533         5309         5674         4765 
## 4.436504e-04 1.660044e-05 2.000598e-04 7.565246e-04 1.661326e-04 
##         8324         4757          841         6883         4949 
## 3.782363e-04 4.844757e-04 5.230569e-04 4.455709e-03 6.417598e-05 
##          938         8166         2893         6031         5836 
## 1.881026e-05 1.780393e-04 1.573996e-04 2.151515e-08 2.786954e-04 
##         5463         1055         8325          453          695 
## 1.626249e-06 1.064766e-04 4.879268e-05 6.991174e-05 4.557596e-05 
##          401         6096         9157         4693          432 
## 2.735917e-04 7.750676e-05 1.089021e-04 3.850936e-04 2.498110e-04 
##         5858         3495         3680         1742         6688 
## 9.076520e-05 7.607696e-05 7.320378e-06 2.863158e-05 9.350946e-04 
##          111         8958         5537         2561         1558 
## 1.077299e-05 5.626695e-04 3.370516e-06 5.216067e-06 3.916612e-05 
##         7828         4372         9147         9219         9582 
## 9.686377e-05 3.128781e-04 1.940491e-04 2.132557e-06 2.500820e-05 
##         7387         3492         5169         8407         8072 
## 2.502299e-06 4.110275e-04 1.335080e-03 1.152173e-05 1.595104e-05 
##          862         3148         3792         4731         7567 
## 6.524343e-05 1.446907e-04 7.466461e-05 8.946812e-06 1.436741e-04 
##         9280         6687         4025         8163         2035 
## 3.984631e-05 2.538179e-05 2.578894e-06 7.698861e-05 1.564432e-07 
##         3145         7505          949         1804         8146 
## 6.041454e-05 3.340432e-04 2.898311e-05 3.425094e-04 7.885004e-05 
##         8469         5583         8249         1808         1913 
## 1.318037e-04 5.436164e-04 2.764276e-05 2.426929e-05 2.394624e-05 
##         1411         4147         7056         8112         1464 
## 1.194507e-04 4.590121e-04 3.432654e-04 2.055954e-04 2.174909e-04 
##          125         3617         2195         6568         2190 
## 4.230531e-08 1.244856e-04 1.245656e-04 1.066468e-05 4.689520e-05 
##          292         1151         7061         5119         4659 
## 4.859826e-05 3.656842e-05 1.114394e-04 2.075046e-04 2.089518e-08 
##         7376         1405         9653         4821         9142 
## 2.860071e-04 8.749595e-05 9.599867e-05 1.647538e-04 2.430147e-05 
##         4975         5911         4666         4537         9241 
## 6.965410e-05 1.915690e-05 8.980081e-06 2.382357e-05 7.395045e-04 
##         8938         7814         5648         3851         7975 
## 1.310636e-04 2.715589e-04 1.617387e-03 3.369851e-05 4.188506e-04 
##         3935         3706         3755         6991         3140 
## 3.798439e-06 7.834995e-05 1.846401e-04 2.020801e-04 8.147962e-07 
##         7288         2664         9842         6667         1713 
## 1.673467e-05 7.214871e-04 6.708914e-06 4.783968e-06 3.814690e-06 
##          856         6121         6990          246         7854 
## 5.684548e-05 1.736789e-06 3.733632e-05 3.372224e-06 1.093144e-05 
##         1203         9104         5804         9794         6672 
## 5.766103e-04 1.283073e-04 4.856464e-04 5.079583e-05 5.199452e-04 
##         9350         5998         5301         6165         1254 
## 3.343371e-05 9.241282e-05 1.571330e-06 1.318685e-05 3.143575e-04 
##          980         3887         7635         5692         2619 
## 5.975258e-05 8.162920e-05 9.934169e-05 8.801450e-06 1.081701e-03 
##         4541         7384         1211         8598         1886 
## 2.973637e-04 1.276046e-05 1.973261e-05 1.383320e-04 4.466693e-07 
##         7165          681         8957         4233         7862 
## 1.209182e-04 1.698019e-04 9.334942e-05 1.286474e-05 1.273932e-04 
##         3982         9812         7444         7152         6963 
## 2.880263e-05 9.463828e-05 5.809006e-04 2.285960e-04 1.551616e-04 
##         4460         8556         6749         1073         5896 
## 3.709409e-04 2.393916e-05 4.643381e-04 8.129866e-04 2.794326e-05 
##         7262          184         4442         3479         5515 
## 1.203370e-04 1.074040e-05 6.395089e-04 1.031352e-04 2.936505e-04 
##         3385         8785         7467         7757          441 
## 5.652445e-06 1.217798e-04 1.713990e-03 7.867828e-05 9.118772e-04 
##         8885         9611         1437         7215         9302 
## 4.294272e-05 3.766827e-05 3.896306e-04 8.358415e-04 1.502715e-07 
##         4270         7890         5681         1864         8467 
## 5.645216e-05 1.276495e-04 2.399818e-05 2.082947e-05 7.453361e-08 
##         4108         6243         6962          760         5303 
## 1.377742e-07 7.712944e-05 4.913059e-06 1.636369e-05 3.742044e-04 
##         1081         7460         2475         2663         2456 
## 4.975570e-04 1.123475e-06 1.511662e-04 1.075147e-04 4.164575e-06 
##          240         8739         7163         8179         6867 
## 2.052754e-05 3.206933e-07 1.082900e-04 7.838801e-09 1.156539e-04 
##         1047         9213         1402         8880          778 
## 3.493887e-04 3.261103e-05 1.871893e-04 3.109633e-05 4.083244e-04 
##         8337         3368         1781         4714         2788 
## 6.326191e-06 1.347259e-05 1.796861e-05 1.312536e-05 4.001386e-05 
##         3898         8327         3455         5952         3964 
## 2.427948e-05 2.239565e-05 6.852774e-05 3.071948e-03 5.761654e-07 
##         5124         5909          665         4309         7904 
## 3.603678e-06 1.460645e-04 2.753774e-05 5.638579e-07 1.415311e-05 
##          387         2481         2493         7086         7784 
## 1.906311e-05 4.249622e-04 6.226497e-04 7.157118e-05 1.280692e-04 
##          634         5936         6384         7495         5801 
## 3.686361e-05 3.485913e-05 3.283002e-08 2.847144e-05 4.517302e-05 
##         2107         8769         5340         1619         8206 
## 5.931531e-05 3.967198e-06 2.196172e-04 1.308845e-04 2.188245e-04 
##          134         9928         7073         5545         1331 
## 1.649413e-05 5.312138e-06 2.263415e-05 2.197605e-03 9.148921e-05 
##         4513         5194         4662          390         6624 
## 1.835719e-05 3.221144e-04 1.281320e-04 1.880134e-04 1.327814e-05 
##         6805         4394         8182         1280         5734 
## 2.339945e-05 2.017322e-05 2.072560e-04 2.466523e-04 7.368583e-04 
##         1928         5382          229         3155         7104 
## 2.100557e-04 3.132988e-04 1.707471e-03 3.428539e-05 1.111882e-04 
##         5882         2144          119         4639          550 
## 1.604861e-05 3.714890e-05 1.579830e-04 6.757553e-05 5.504092e-04 
##         9982         9442         9939         9423         8447 
## 8.856580e-04 3.617639e-06 1.462277e-04 1.401852e-04 8.549028e-05 
##         5305         8253         8770         8517         5571 
## 5.908184e-05 6.224612e-06 1.670834e-04 2.726839e-04 5.036749e-05 
##         8090         2125         9168         2219          320 
## 7.974683e-04 1.592911e-05 4.736038e-04 3.135206e-04 4.093258e-07 
##         8188         7085         6913         9738         3440 
## 9.596233e-05 2.453511e-04 1.843692e-09 1.084072e-04 5.509694e-04 
##         4742         1172         5090         5699         2569 
## 3.155453e-05 4.333747e-04 1.396434e-04 1.084698e-04 1.106996e-03 
##         7259         5050         9406          325         4614 
## 8.309523e-08 1.698792e-05 4.376330e-05 2.859802e-05 2.207784e-04 
##         6486         8264         7064         2157         4960 
## 6.052391e-04 3.315459e-05 5.841850e-05 1.818032e-06 1.049840e-04 
##         8930         1927         2423         8131         4929 
## 3.807495e-04 1.478278e-05 5.625337e-05 1.058691e-05 8.390802e-05 
##         3349         5973         8189         7941         7983 
## 8.826486e-06 1.558150e-06 6.648125e-07 4.127534e-04 5.406863e-04 
##         2415         6009          404         4373         2324 
## 1.210231e-04 1.763271e-04 9.059980e-06 7.063199e-05 7.447761e-05 
##         8465         8362         6897         2867         9591 
## 5.808726e-05 8.494829e-04 5.658984e-05 1.321004e-04 4.093683e-05 
##         5745         8340         3286         1488         4672 
## 8.321140e-07 4.438590e-06 1.989785e-05 1.112450e-04 2.228756e-07 
##         2189         6506         7111         6719         4410 
## 1.285406e-04 1.406558e-05 6.195468e-08 8.443415e-06 6.156818e-06 
##           36         8791         1207         2897         1235 
## 4.079768e-05 3.906243e-04 1.589019e-06 3.970776e-05 5.485015e-05 
##          235         8200           53         3605         2041 
## 6.172920e-04 4.069146e-04 1.344476e-04 1.722565e-04 1.483960e-05 
##         3837         8170         9124         2334         2892 
## 1.130416e-04 1.024182e-04 3.305612e-07 9.209492e-05 1.127030e-04 
##         2789         6712         6889          210         7659 
## 6.434030e-05 1.238839e-05 1.786713e-05 2.347196e-04 5.659463e-04 
##         5551         4953         6039         3262         3981 
## 6.159159e-05 2.059627e-04 2.442706e-04 1.263192e-05 1.204807e-04 
##          740          357         1646         3497         1030 
## 1.121847e-03 2.591662e-04 4.012929e-06 3.077430e-04 3.881457e-05 
##         8945         6611         1822         6752         7749 
## 1.601169e-04 3.730404e-04 5.123019e-05 6.506409e-05 4.745566e-05 
##          195         1687         8725          101         5222 
## 1.216232e-04 2.144293e-05 1.020056e-06 2.954382e-05 2.155168e-04 
##         9585         6622         3017         1129          764 
## 3.072460e-07 7.932672e-05 4.266589e-07 1.006382e-06 2.249305e-04 
##         5807         7634         1068         9441         6537 
## 1.266450e-04 7.674040e-04 3.551063e-04 6.853020e-05 1.299261e-04 
##          129         8910         1559         8452         4577 
## 3.431617e-04 1.734504e-04 2.412287e-05 9.401637e-05 1.139500e-06 
##         1508         5056         4852         4694         3810 
## 2.262526e-05 3.124070e-05 7.989561e-05 1.456736e-04 3.946639e-04 
##          789         3518         2135         9048         1233 
## 3.070878e-04 3.741482e-05 1.417170e-05 2.294917e-05 1.756724e-05 
##         4997         9245         6609         6716         4369 
## 1.865668e-04 1.098696e-08 3.775414e-04 5.499024e-06 2.272641e-05 
##         3795         3260         4393         5985         7434 
## 3.062683e-05 9.200020e-06 3.108045e-06 2.818219e-05 6.054434e-05 
##         4718         1950         1309         5976         8165 
## 7.621331e-05 2.105140e-04 4.205900e-05 9.225804e-07 2.390720e-04 
##         3858         3523         1862         3123         7423 
## 8.697938e-07 3.224761e-04 9.802212e-05 4.322006e-05 5.226136e-04 
##         6090         5393         7898         1462         2738 
## 1.090808e-05 6.476319e-05 7.476949e-06 7.971304e-06 3.086324e-05 
##         9615         7385         5272         5358         1807 
## 4.002771e-05 1.047784e-04 4.331531e-05 2.200976e-04 1.508890e-04 
##         8941         1575         1045         4444         3915 
## 1.087314e-05 3.791079e-05 5.059251e-05 2.676395e-06 2.471987e-05 
##         4583         6268         6754         1002         9444 
## 2.429184e-05 2.483757e-03 6.240461e-04 9.478038e-06 1.761457e-04 
##         7049         9872          814         5148         2044 
## 2.123399e-06 4.610525e-07 2.578541e-04 2.640091e-05 3.757371e-05 
##         8640          853         7129         4884         6037 
## 3.090365e-04 5.697637e-05 8.552347e-05 2.805964e-04 2.765944e-04 
##         9847         1771         3806         9533          127 
## 2.717656e-04 2.404668e-06 7.148430e-05 4.982667e-05 2.241917e-06 
##         3315         9757         8223         6247         8152 
## 1.475599e-04 7.750643e-05 5.279662e-06 6.194800e-05 8.993099e-05 
##         9563          462          128         1496         4882 
## 4.474013e-06 2.855718e-04 2.242972e-04 3.805233e-04 5.218966e-05 
##         8626         7430         2681         1072         9572 
## 3.198191e-04 3.259427e-04 1.004094e-06 2.590156e-05 2.231395e-05 
##         5173         4588         6299         6049         6289 
## 7.267112e-05 1.899404e-05 9.938141e-04 8.944646e-06 1.075074e-04 
##         6932           68         1076         5334         1555 
## 2.469265e-05 1.403848e-03 5.190338e-04 5.022308e-06 6.273488e-05 
##         1761         5893         6864          736         9546 
## 3.514274e-05 7.014106e-06 1.764475e-04 3.488075e-06 5.328287e-05 
##         5738         3579         8111         5290         2787 
## 2.567242e-04 4.019916e-04 6.753210e-04 1.834162e-05 4.370527e-06 
##          572         7871         3515          829         5951 
## 6.485445e-05 7.115770e-04 1.819090e-04 1.538371e-05 3.311513e-05 
##          587         6116         8516         1390         1548 
## 3.109254e-05 1.298124e-04 7.636235e-05 2.630167e-04 1.061142e-05 
##         9122         5619          700         9306         5268 
## 2.413806e-06 8.543557e-05 5.202788e-05 1.747416e-04 1.527363e-06 
##         7309         7661         5350         9149         8093 
## 7.032624e-05 1.272768e-04 1.056496e-06 3.843852e-04 7.085473e-05 
##         2618         7468         3264          867          350 
## 1.809665e-04 1.769384e-05 2.796771e-06 1.712728e-06 1.536304e-04 
##         5183         4176         4708          472          422 
## 4.283775e-05 3.021992e-04 6.163653e-05 1.391569e-05 6.570809e-04 
##         7838         4329         6742         3414         8282 
## 1.130561e-04 5.212088e-05 2.065207e-04 4.743820e-05 1.957759e-05 
##         5691         6573         9948         3662         8473 
## 7.553615e-05 2.415713e-04 4.644809e-06 3.950376e-04 3.326964e-04 
##          705         6725         7810          324         3828 
## 6.331265e-05 1.588540e-04 2.253671e-04 5.945037e-05 4.779700e-07 
##         9870         7695         2387          386         9656 
## 6.551436e-05 4.623819e-06 5.707171e-05 1.410673e-04 1.319398e-04 
##         7135         3709         4747         1091         4741 
## 2.674366e-04 1.963577e-05 1.474178e-07 8.813637e-04 2.117516e-03 
##         5398         4415         7127         5670         9664 
## 1.764236e-04 1.234015e-06 2.695272e-04 8.441666e-06 1.044340e-04 
##         5508         1161         7179          617         3303 
## 1.040762e-10 4.567813e-05 2.610888e-04 2.025298e-05 1.027726e-04 
##         4954         6321         8373         5603         9461 
## 1.467899e-04 4.176881e-04 4.783612e-09 2.462269e-08 1.921251e-05 
##         2914         1919         5757         9596         8277 
## 3.329302e-05 2.222458e-05 1.573472e-04 1.175064e-04 3.561116e-05 
##         3553         9492         3469         8475         2803 
## 1.529295e-04 6.026140e-05 4.317757e-05 7.027554e-04 9.927262e-05 
##         9277         9547         9947         2126         1888 
## 2.107511e-05 4.992297e-04 2.993899e-05 1.270334e-04 9.472005e-06 
##         5082          942         8081          167         3289 
## 1.107777e-05 1.418251e-04 3.979110e-05 2.799559e-05 9.215421e-05 
##         5979         3929         8927         2785         3578 
## 3.688484e-04 1.288614e-05 8.561791e-07 7.755691e-04 1.162819e-08 
##         6834         4087         2496         3032         3941 
## 2.225711e-05 1.297551e-04 5.690160e-05 8.464671e-06 1.373996e-04 
##         2692         8453         8478          230         5488 
## 8.796681e-06 6.205591e-05 6.469073e-05 3.898900e-06 8.695714e-05 
##         5068         6812         4165         5482         6875 
## 2.834292e-06 5.482409e-05 1.471044e-05 1.571593e-04 1.217756e-03 
##         4409         6949         9495         8194         2168 
## 2.476644e-04 8.508384e-05 1.918162e-05 5.586598e-05 5.169125e-05 
##         6659          731         3215          310         6409 
## 1.022761e-04 3.157257e-04 1.262441e-05 3.545508e-05 4.233905e-05 
##         6224         6487         1628         6767         4764 
## 7.421864e-06 8.821601e-06 6.962527e-06 1.423432e-03 7.241037e-05 
##         9768         6698         7296         7492         7199 
## 6.932265e-05 1.158528e-04 6.568936e-05 4.648834e-05 4.056294e-04 
##         6105         9984         6423         9307         3601 
## 3.041124e-04 8.858460e-06 1.278762e-06 3.507417e-06 9.506172e-05 
##         6288         9795         7573         7525         7892 
## 4.624410e-05 5.157575e-05 4.812390e-05 1.749321e-04 2.605442e-04 
##         7072         8352         1565         6751         8097 
## 1.206638e-05 2.011219e-05 1.049973e-05 3.902455e-07 1.300024e-06 
##         5610         5431         9199         2060         7883 
## 3.755458e-05 1.481943e-04 2.351385e-04 7.584594e-05 1.604015e-05 
##         3833         4941         3861         1556         9407 
## 3.701339e-05 2.891944e-04 2.914887e-05 2.148898e-04 1.251868e-04 
##          668         2520         7047         1444         2689 
## 1.041263e-04 2.303175e-05 2.851704e-04 1.308475e-04 2.686617e-04 
##         9829         4518         5316         1362         6985 
## 2.222868e-04 2.437523e-05 2.622891e-05 4.838979e-05 2.447195e-05 
##          655          630         5147         7644         3422 
## 1.489892e-04 6.198173e-05 4.532859e-04 4.485601e-05 2.614482e-05 
##          820         6836         8566         1809         4938 
## 3.923350e-06 5.298508e-05 3.440192e-05 8.609732e-05 4.964470e-07 
##         9810         7070         8015         7398         6262 
## 1.764394e-05 4.549089e-07 4.140032e-06 1.352658e-04 1.220142e-04 
##         1198         1260         1110          599         2155 
## 1.553626e-04 7.674783e-06 2.074494e-04 1.240553e-05 1.430303e-04 
##         2143         6520         3955         6012         2299 
## 1.148136e-04 6.032091e-07 2.176396e-05 1.144355e-05 7.407512e-06 
##         6887          147         7923         6721         1934 
## 1.754194e-04 5.462654e-05 1.581254e-05 1.315964e-04 1.479698e-07 
##         4580         5550          418         5581         1382 
## 6.639557e-06 4.357042e-06 7.200078e-05 1.876792e-04 1.308183e-05 
##          765          913         7008         3819         9176 
## 4.452889e-07 1.115086e-04 3.151181e-05 9.693276e-04 6.436844e-05 
##         8361         5626 
## 1.327988e-05 1.701808e-04
model.null2 = lm(grand.mean.formula, data.train2)
summary(model.null2)
## 
## Call:
## lm(formula = grand.mean.formula, data = data.train2)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -27.1328  -6.1000  -0.6467   5.8764  28.7498 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 124.0899     0.1172    1059   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 8.855 on 5707 degrees of freedom
plot.diagnostics(model.null2, data.train2)

## hat values (leverages) are all = 0.0001751927
##  and there are no factor predictors; no plot no. 5

## [1] "Number of data points that have Cook's D > 4/n: 270"
## [1] "Number of data points that have Cook's D > 1: 0"
##         3167         2824         6081         3220         4244 
## 5.104587e-04 5.095335e-05 1.517892e-06 6.231142e-05 7.550067e-04 
##         8540         1169         2211         6546         4289 
## 7.583539e-06 3.112090e-05 3.595500e-05 7.256853e-05 3.513150e-04 
##         1976         8380         2866         3788         8053 
## 4.568730e-05 1.897758e-05 6.506225e-05 9.880029e-04 4.516281e-04 
##         9864          416         9047         9999         5828 
## 8.699055e-05 3.437041e-04 1.827626e-04 9.537261e-04 5.246333e-08 
##          295         7690         9633         4140          663 
## 1.212587e-06 3.548050e-04 5.309429e-04 1.111900e-04 1.221798e-06 
##         3196         2840         7120           90         4490 
## 1.016509e-04 2.300633e-04 7.482953e-06 3.483894e-05 1.057735e-04 
##         6380          967         3004         1799         3419 
## 7.107811e-06 4.639854e-05 5.909726e-05 1.719774e-04 2.529187e-06 
##         3587         5428          239         5688         7541 
## 9.459168e-05 6.776311e-05 2.620271e-04 4.338650e-05 1.308262e-04 
##         2251         3825         2835         7938         8698 
## 1.638106e-05 4.536167e-04 1.074386e-06 1.469076e-04 4.647248e-04 
##         7260         6975         6994         6857         7142 
## 2.142320e-07 7.747684e-05 1.590484e-06 2.160143e-04 1.141951e-04 
##          194          380         8328         6204          139 
## 3.039400e-05 1.132685e-08 2.993660e-04 1.940358e-04 4.177571e-04 
##         2906         7989         9096         1831         7750 
## 2.397596e-04 7.400708e-05 6.587622e-08 2.222849e-04 1.536974e-05 
##         3234         8613         6837         4075         9425 
## 7.222801e-04 1.775862e-04 1.003078e-04 2.165939e-06 8.208300e-04 
##         8638         6781         7776         6574         5504 
## 5.903605e-07 2.191675e-04 5.996786e-05 3.979260e-04 1.445730e-05 
##         2176         8304         6554          584         8509 
## 9.730596e-06 5.076402e-07 3.619629e-05 8.683036e-05 1.709182e-05 
##         9291         8768         2002         5639         7835 
## 7.647743e-04 1.557853e-04 1.741301e-04 6.293994e-04 3.915305e-07 
##         8466         7308          203         7861         5452 
## 3.459431e-05 6.406615e-05 6.514016e-05 1.983398e-05 3.050858e-04 
##         6130         9697         2068         8978         8209 
## 2.648969e-05 5.274210e-04 7.537703e-05 6.293780e-05 1.466486e-04 
##         3410         5215         6525         8052         9686 
## 1.116730e-05 2.040754e-08 8.033972e-05 2.608999e-05 3.305048e-04 
##         4308         8757         6043         4787         3622 
## 7.062659e-06 3.605644e-06 2.737261e-04 2.265658e-04 6.255129e-06 
##         2244         4837         5522         3061          526 
## 2.367786e-05 2.910738e-04 2.014526e-05 5.485252e-06 3.353888e-04 
##         3786         6217         4098          212         9630 
## 6.454646e-05 5.211732e-04 2.027512e-04 2.382192e-04 1.874459e-04 
##         3005          187         6293         4454         2505 
## 2.080281e-05 1.352732e-05 4.567010e-04 2.733938e-05 1.492448e-07 
##           14          371         4034         2596         7397 
## 5.348778e-06 3.083061e-04 3.414720e-04 1.742585e-05 3.637558e-04 
##         7538         1008          343         7313         2953 
## 9.856380e-05 6.260296e-04 1.847562e-03 4.391588e-04 2.120160e-05 
##          241         8008         9602         3152         8950 
## 9.740123e-08 4.762697e-04 1.120779e-05 4.356577e-06 5.320332e-05 
##         3087         9676         7848         5327         5763 
## 2.045774e-04 1.920923e-04 5.578453e-05 1.248279e-04 9.215228e-05 
##         4192         5339          540         8763         9340 
## 5.025368e-04 8.801841e-05 1.956030e-04 5.024185e-05 1.165675e-05 
##         3074         1134         8708         1589         6084 
## 3.495256e-05 1.594956e-04 1.682585e-04 4.548811e-04 4.942538e-07 
##         6545         1942         5446         3247         7894 
## 4.851766e-04 4.824022e-06 7.833624e-04 8.441386e-04 9.645684e-06 
##         3927         4207         3182         9715         9967 
## 4.554475e-05 3.196887e-08 1.184880e-04 1.103507e-03 5.730266e-05 
##         4100         9817         3655         5413         3266 
## 2.489066e-04 3.188926e-04 2.210534e-04 1.198222e-03 2.822430e-04 
##           82         9971         5051         8998         2630 
## 1.844601e-05 1.518789e-04 1.681740e-04 6.625907e-05 8.617324e-06 
##         3224         4129         2719          174         3157 
## 5.747637e-04 6.195581e-04 1.672952e-06 1.030534e-03 4.866682e-05 
##         4819         9305         3277         2934         8444 
## 6.940667e-05 1.407688e-04 5.596730e-04 1.244308e-04 3.126185e-04 
##         6684         5770         4435          236         6653 
## 1.682131e-04 2.091147e-04 4.969073e-04 1.918068e-04 9.680910e-05 
##         8217         2115         9091           91         3233 
## 7.286177e-05 1.328320e-04 8.547369e-05 2.412429e-05 3.264120e-04 
##         7729         7886         1300         1652         4021 
## 1.030138e-04 1.191352e-05 1.243980e-06 5.539360e-08 9.113272e-05 
##         3370         4134         3223         5997          581 
## 2.021134e-04 5.918945e-05 3.279508e-05 1.699953e-05 1.351191e-07 
##         2999         7105          900         3297         4812 
## 4.397690e-05 3.993067e-05 8.706233e-04 3.258383e-06 9.720348e-04 
##         3590         3608          704         6408         4565 
## 1.056704e-04 5.243107e-05 4.485445e-04 1.208162e-03 1.279087e-04 
##         3390         9420         9237         6320         2497 
## 1.201279e-04 8.008905e-05 1.123052e-04 9.194077e-04 1.370619e-04 
##         8697          625         1850         1277         7669 
## 9.428150e-05 2.653564e-04 3.194278e-05 1.035947e-03 1.300330e-06 
##         1322         5547         2708         2169         3434 
## 2.497580e-04 5.879254e-05 4.779292e-05 1.255991e-05 9.556888e-04 
##         1674         1752         7337         5067         9326 
## 3.393670e-04 9.725136e-07 2.033421e-05 1.233636e-04 4.550800e-04 
##         1014         9208         8997         3586         1594 
## 1.285057e-04 3.421746e-04 2.132827e-04 2.677904e-05 1.583971e-04 
##         3685         6252         7787         2798         5462 
## 3.671157e-05 9.989562e-05 5.991546e-05 1.994929e-07 1.455266e-04 
##         1877         6101         6175         9087         1067 
## 5.505723e-06 6.749417e-04 3.383622e-05 2.538407e-05 1.709969e-04 
##         1524         2908         6373         4221         1767 
## 1.175254e-05 1.123375e-04 3.065670e-05 1.195585e-04 8.663604e-05 
##         5125         9215         5664         5274         3130 
## 1.189749e-07 1.189970e-04 7.935736e-04 5.684812e-06 1.438798e-04 
##         8855         9765         8424         4886         2857 
## 3.984657e-04 8.596502e-08 1.286422e-07 1.436412e-05 6.524151e-06 
##         4239         6387         9932         1900         7930 
## 1.826724e-08 4.718531e-06 5.545530e-04 6.888833e-04 5.645287e-05 
##         1451         4883         5894         9995         9478 
## 9.692909e-07 9.957603e-07 9.660623e-06 2.488716e-04 5.295583e-05 
##         4150         8404         6357         9354         5086 
## 7.743128e-05 5.037213e-04 1.335331e-05 9.570860e-05 1.926292e-04 
##         6940         7888          679         1922         1794 
## 8.524863e-04 4.174162e-04 4.381460e-04 6.509668e-05 3.454985e-04 
##         5092         1579         7449         2120         7926 
## 7.953358e-05 2.493556e-05 2.815445e-05 1.396981e-06 1.410632e-04 
##         1608         3666         6349         3360          602 
## 7.842077e-04 2.931353e-06 1.225618e-04 2.974318e-04 3.073164e-04 
##          981         7291         9188         3684         2584 
## 8.893965e-05 2.362293e-04 5.554092e-05 9.685222e-05 7.188071e-04 
##         7234         8154         7381         7950         2546 
## 5.522755e-04 2.088191e-07 2.171971e-06 5.789316e-06 4.918308e-05 
##         4482          215         5643         4796         7320 
## 6.691128e-05 1.367368e-05 2.806541e-05 9.205204e-06 1.277002e-06 
##         4562         7756         9145         3963         8070 
## 4.876643e-04 1.492095e-04 4.720275e-04 1.826606e-06 7.996184e-05 
##         6763         8688          719         6371         4546 
## 3.703537e-05 2.397386e-06 2.739399e-05 6.342613e-05 9.869978e-05 
##         1202         6888         7389         2851         6242 
## 4.521599e-05 1.114575e-04 3.276240e-04 8.563510e-06 9.434984e-04 
##         6377         2972         2151         3460         7267 
## 1.384426e-06 1.217141e-04 1.051203e-04 7.415549e-05 2.686706e-04 
##         7475          516         4422         2873         1232 
## 3.894081e-08 4.962347e-04 3.740515e-04 5.482830e-05 8.100801e-05 
##         3117         9120         3780         4563         4093 
## 1.551793e-06 4.696839e-06 3.019329e-04 5.823430e-08 1.294096e-04 
##         1863         7249         6959         2870         1611 
## 6.483464e-05 4.092490e-05 6.960385e-05 4.159317e-04 7.331224e-07 
##         2933         6353         3470         4887         1311 
## 5.726606e-05 1.233955e-08 1.337547e-04 6.145894e-04 1.070257e-04 
##         5521         6407         2046         7482         2952 
## 1.826787e-04 2.263139e-04 3.329182e-04 6.345924e-06 4.116016e-04 
##         8716         4993         5258          755         4604 
## 4.621250e-05 3.082264e-05 2.956953e-05 3.870985e-06 2.927401e-04 
##         2831         9558         7727         1610         6364 
## 4.136656e-04 1.070985e-04 7.563627e-07 4.822387e-05 1.498704e-06 
##         3650         2525         3430         3204         5454 
## 4.053349e-04 2.944174e-06 3.695167e-05 7.266525e-06 1.574304e-04 
##         7527         7534         7521         3239         8955 
## 1.230903e-05 1.701364e-04 5.488641e-04 1.346085e-05 7.024499e-06 
##         9070         8719         7648         5233         9097 
## 1.797179e-04 3.470043e-05 1.065989e-05 2.430298e-05 7.922928e-06 
##          424         1004         2414          857         9997 
## 4.805846e-04 6.122218e-05 1.592217e-04 4.873334e-04 2.469639e-05 
##         7021         9279          932         7310         9045 
## 9.769914e-06 4.025040e-04 5.777131e-04 8.539966e-05 7.454894e-05 
##         5715         7051         5579         1101         1349 
## 4.175309e-05 1.451805e-06 3.199173e-06 9.304837e-05 2.373848e-04 
##         8151          438           38         3468         7598 
## 9.919308e-07 2.256444e-05 5.933093e-06 2.548619e-05 2.485893e-04 
##         6132         9115         4906         7667         7412 
## 7.692635e-05 2.444277e-04 9.771059e-06 8.017954e-05 1.736578e-05 
##         9333         9717         9173         5958         6334 
## 2.103352e-04 4.507314e-05 3.417910e-08 8.229156e-06 4.193137e-05 
##         2314         4360           67         8420         2698 
## 1.275515e-04 2.614536e-04 2.984787e-04 4.974599e-05 4.683720e-04 
##         7583           54         7413         4893         8029 
## 1.893815e-04 1.006664e-03 2.069269e-04 2.736651e-05 1.622360e-04 
##         8284         7360         2637         9073         5062 
## 6.239411e-06 3.070341e-04 1.937210e-04 7.559468e-04 5.223995e-05 
##         4983         2620          763         3212         2744 
## 1.908021e-06 2.584488e-05 6.498366e-05 3.164158e-06 7.868136e-06 
##         9471         2058         3200         5685         9487 
## 2.440376e-05 8.270106e-06 5.646101e-06 1.332087e-05 2.695021e-05 
##           29         7811         7851         9121         7999 
## 8.768701e-05 4.274950e-06 3.655739e-05 3.071539e-06 3.207998e-05 
##         2187         3949         8976         3187         9231 
## 2.430012e-04 6.035922e-05 2.581826e-04 3.056836e-04 3.871845e-05 
##         6896         4912         9782         5683         1130 
## 5.662364e-04 1.548376e-04 3.468367e-04 5.154404e-04 2.143870e-09 
##         4466         2843         4170         9815         8986 
## 2.577191e-04 1.115223e-04 4.486022e-04 2.564536e-05 3.466531e-04 
##         8560          807         9650          749         5014 
## 1.437543e-04 9.364869e-05 1.515955e-04 5.202504e-05 3.666623e-04 
##         5392          334         6314         5093         8389 
## 1.366892e-04 5.318481e-05 2.249641e-04 1.144605e-04 1.400182e-04 
##         8542         1630         4692         6872         9463 
## 3.724439e-05 9.049373e-06 2.186415e-06 1.271181e-05 2.938868e-06 
##         4439         3512         6517         3163         5247 
## 5.023063e-05 3.504868e-04 1.930805e-06 4.802895e-05 1.222024e-05 
##         8344         3190          124         5953         8384 
## 1.007601e-04 2.530076e-05 1.409468e-04 1.166610e-04 6.583600e-06 
##         2638         6103          318         4348         9119 
## 1.548039e-04 1.061513e-05 7.342464e-07 4.068066e-05 6.946925e-05 
##           16          906         4247         5719         5037 
## 1.818781e-04 2.813999e-04 5.938723e-04 1.646010e-04 7.414290e-05 
##          511         6669         5657          782         4600 
## 8.936050e-05 1.023454e-03 3.148558e-05 4.527710e-05 2.099169e-06 
##         6376         8917         7588         2962         6595 
## 2.743015e-04 1.134555e-03 1.010627e-04 3.758945e-04 2.750306e-04 
##         4631         9449         2983         4119          479 
## 1.044034e-04 2.984781e-04 1.409350e-04 7.446283e-04 2.854041e-05 
##         6507         1478         9824         5816         7524 
## 9.672928e-04 1.120487e-05 1.980929e-04 4.244129e-05 2.385889e-04 
##         7015         9451         6306         4625         9713 
## 2.782198e-06 8.540481e-04 3.581290e-05 1.654517e-04 1.034393e-04 
##         1244          271         3235         1540         4149 
## 1.239689e-03 2.786312e-05 3.953881e-06 4.865750e-05 7.243009e-04 
##         5315         9017         1903         1239         2010 
## 2.082481e-04 1.271524e-04 3.132362e-05 8.207390e-05 1.210633e-05 
##         4476         9389         7012         3583         2161 
## 3.489443e-06 5.582736e-06 4.086750e-05 1.569455e-05 2.219478e-05 
##         8454         1984         7763         1078         9929 
## 2.467137e-04 1.555382e-04 5.980394e-06 2.954405e-09 2.127399e-05 
##         3340         6069         6106         6174         5614 
## 8.053557e-06 3.197711e-04 6.385736e-09 1.092058e-04 4.419515e-05 
##         3682          809          825         7777         7461 
## 2.247550e-04 2.271571e-04 4.833428e-04 2.618746e-04 6.660984e-05 
##          887         5718         4384         2091         4668 
## 4.188588e-05 1.343346e-05 1.636670e-03 1.235388e-03 2.318231e-05 
##         5706         9259         8357         5032         3397 
## 3.462295e-04 8.308932e-04 1.151480e-04 7.151131e-04 2.665113e-05 
##         7736         1156         6191         8410         7217 
## 1.611434e-07 1.265704e-04 8.695815e-06 1.805091e-04 4.498973e-05 
##         3386         6894          392         1757          939 
## 6.449203e-05 4.842081e-04 1.038635e-04 1.416473e-05 7.146288e-05 
##          341         8559         9553         6466         3821 
## 1.733080e-04 1.438350e-05 3.702639e-05 4.069164e-04 8.635786e-05 
##         5777         4670         2426          797         4955 
## 2.796612e-04 2.670086e-04 7.188482e-04 1.651974e-06 2.854686e-04 
##         9426         2430         3690         4623         9099 
## 2.100283e-04 6.744049e-05 1.958489e-05 6.140177e-07 5.921606e-04 
##         8777         7718         6092         4854         2478 
## 2.781189e-04 1.645368e-04 4.453332e-06 8.843998e-06 1.912909e-04 
##         9502         9170         9019         8323         2772 
## 1.457323e-06 1.764087e-04 2.238091e-06 1.203158e-04 5.651762e-05 
##         6433         7739         4624         9427         9906 
## 3.271332e-04 4.240508e-05 5.891383e-05 4.726281e-04 2.687126e-04 
##         1606         4910         8088         5453         9082 
## 3.850692e-05 6.803896e-04 1.438083e-05 3.800169e-04 8.501901e-05 
##         3481         5844           96         3965         7508 
## 2.092524e-06 7.342852e-04 1.943478e-06 6.338345e-05 4.306128e-06 
##         3570         3766         8747          951         3147 
## 5.487518e-06 1.426799e-06 3.299968e-05 1.295785e-04 4.377639e-04 
##         3750         9775         5656         7480         2799 
## 2.554373e-04 9.733696e-05 7.559903e-04 1.779670e-04 1.264347e-04 
##         2403         3090         1852         4078         9761 
## 1.365839e-08 6.498909e-06 1.375008e-05 1.021652e-05 1.988181e-04 
##         8962         8856         7928         1586         3783 
## 5.408762e-05 6.358940e-07 2.571202e-04 2.032352e-04 3.300047e-04 
##         2017         3473         8969          779         1759 
## 3.314294e-04 3.341951e-04 4.073111e-05 1.267864e-03 1.036898e-04 
##         6044         5497         5703         7978         1811 
## 3.486168e-07 2.512188e-05 1.064729e-04 5.262869e-05 5.180569e-05 
##         7745         4383         6999         1963         4156 
## 1.223100e-05 2.625813e-05 2.852654e-05 1.461580e-06 1.433694e-05 
##         2088         9528         7417         9763         2308 
## 9.995924e-07 1.366509e-06 4.366855e-05 5.712071e-05 1.174922e-04 
##         1360          804         1452         7429         6973 
## 1.573673e-04 9.406271e-04 4.857250e-07 5.605595e-05 3.674410e-06 
##         8142         4484         3860         8510         7818 
## 3.901699e-05 1.237094e-04 2.878771e-04 5.773642e-04 5.789175e-11 
##         4519         7033         1734         2225         6379 
## 6.188403e-05 7.450811e-06 3.447811e-04 8.587756e-05 4.263731e-05 
##         7125         6575         1937         9207          103 
## 1.136414e-04 3.775014e-05 3.598724e-04 6.085264e-05 8.368640e-05 
##         2196         7220         4567         2720         4926 
## 3.219896e-05 6.009287e-05 2.230171e-05 7.629273e-05 5.588573e-06 
##          968         7141         2932         1241         2142 
## 1.029505e-04 7.030603e-05 1.046541e-04 4.251191e-05 1.251161e-04 
##         8546         9745         9381         6505         4880 
## 7.183879e-05 3.266602e-05 3.798187e-04 1.077685e-04 1.737665e-04 
##          250         9606          136          402         6726 
## 7.576403e-07 1.841690e-04 4.365613e-05 4.777041e-05 3.935328e-04 
##         7542         2675         3177         1505         5298 
## 1.881377e-04 3.993254e-04 2.597794e-04 2.421692e-04 4.534511e-05 
##         6680         6030         1006         9477         3789 
## 6.568335e-09 1.083911e-04 5.177851e-05 2.892380e-04 1.490880e-04 
##         9356         1442         6704         6532         1286 
## 3.908305e-06 2.431154e-06 5.432689e-04 1.315931e-04 5.434323e-05 
##         1710         7452         5395         1424         4195 
## 2.013491e-06 1.313738e-03 1.099059e-04 1.259614e-04 1.501117e-04 
##         6807         4698         2436         1627         5299 
## 5.267153e-05 2.444614e-05 8.506549e-05 9.707353e-05 1.620217e-04 
##         9504         2545         8593         1049         4264 
## 5.274164e-05 3.049593e-06 4.204621e-04 2.985627e-04 1.388798e-03 
##         2758         8561         9316         1474         6750 
## 4.837631e-05 2.754345e-07 9.998291e-05 5.306611e-06 1.571959e-04 
##         2304         5832         3534         5813          270 
## 2.796037e-04 2.209527e-05 8.243223e-05 1.178345e-04 8.131203e-06 
##         9891         8569         2325         3427         2429 
## 1.669564e-05 3.137671e-06 1.003097e-04 4.465121e-04 1.097686e-04 
##         8073         1969          199         3803         3341 
## 1.819490e-05 2.107924e-05 5.005124e-04 1.831678e-05 3.983245e-05 
##         7346          864         9509         6955         3321 
## 3.410782e-04 1.111552e-04 1.999771e-04 8.324211e-05 1.017245e-04 
##         2677         3799         9838         8942          620 
## 8.742695e-07 2.406995e-05 4.972925e-05 2.756264e-04 3.882231e-04 
##         6800         9861         5112         5157         2469 
## 3.561939e-04 2.964074e-06 4.984661e-05 5.949283e-05 8.273889e-05 
##          933         5595         5248         9072         2712 
## 1.247186e-04 1.439334e-04 1.659780e-05 2.976578e-06 6.824449e-06 
##         7697         5628         5150         9513         7887 
## 1.788609e-04 6.654835e-07 4.567942e-04 7.046398e-10 1.655862e-05 
##         9399         8834         4587         7325         9195 
## 4.103028e-05 6.698116e-06 6.336177e-06 4.381061e-05 1.010826e-05 
##         6668         2623         3006          948         8233 
## 9.242998e-05 2.411220e-04 1.037162e-04 2.025834e-04 8.829932e-05 
##         6840         5156         9807          340          828 
## 3.969881e-05 1.652818e-05 2.721118e-05 1.170718e-04 2.206899e-04 
##         1184         2055         2386         9661         1039 
## 3.701915e-06 1.387293e-04 2.068653e-05 1.173632e-07 2.203559e-05 
##         2531         2275         5366          568         7717 
## 1.645190e-04 2.815794e-05 5.024091e-05 8.029809e-04 5.348735e-05 
##         4752         6814         6720          810         6866 
## 9.065389e-07 8.337363e-05 6.622804e-04 3.111802e-05 3.712482e-05 
##          227           59         3768         9976         7613 
## 2.385389e-04 3.615276e-05 3.003713e-07 1.168455e-04 6.555424e-05 
##         6419         7902         3849         8358         5414 
## 1.676567e-05 7.903791e-05 5.767219e-05 7.181945e-05 1.622931e-04 
##         4650         6790         3762         4839          304 
## 5.568847e-05 1.328380e-05 2.783775e-07 1.660838e-05 1.252347e-05 
##         5373         1122         8742         9638         7509 
## 3.147936e-06 3.580514e-04 3.373057e-04 6.524312e-04 7.609732e-05 
##         4706         1489         5229         7115         5390 
## 8.482982e-06 4.854829e-04 3.643024e-05 6.401015e-06 5.271671e-04 
##         1450         5335         6877         5163         3822 
## 2.258555e-05 1.263311e-05 8.222445e-04 1.671269e-05 1.472048e-04 
##         9668          417         1667          316         4550 
## 5.907977e-05 5.498271e-05 1.264465e-03 3.239222e-06 1.209464e-06 
##         8724         2626         1935         2272         5088 
## 5.883473e-05 2.894594e-05 5.262503e-05 7.956101e-04 1.243381e-04 
##         7411         5986          312         9759         2353 
## 3.167018e-06 2.644264e-05 2.109783e-04 4.814027e-04 4.668274e-08 
##         3932         2696         2742         8933          921 
## 3.455372e-06 2.543356e-04 1.287004e-05 1.104886e-03 3.210216e-04 
##         5686         2754         8195         1323         6637 
## 4.906383e-05 1.826189e-04 6.400912e-07 1.398644e-07 1.170069e-03 
##         9292         9725           51         6976         9518 
## 2.044155e-04 3.931418e-05 2.806017e-05 1.195862e-04 6.315186e-08 
##          992          964         3192         5631         4964 
## 1.364083e-04 5.878098e-06 8.489334e-04 6.421983e-07 2.247870e-05 
##         8365         6936         6992         1298         4067 
## 7.886205e-05 1.032876e-06 1.121439e-04 2.369942e-05 5.459260e-06 
##         5538         1127         7670         2184         2989 
## 9.249838e-05 1.251030e-05 2.114334e-04 7.592182e-05 2.330684e-04 
##         6290         6374         2197         3067         2411 
## 9.613628e-04 1.677937e-04 1.323978e-04 1.502015e-04 5.374060e-05 
##         2032         3405         7807         2895         5378 
## 3.820014e-05 1.449854e-04 1.141472e-04 6.711488e-05 2.855937e-05 
##         7035          832         2905         4352           42 
## 5.930923e-05 1.570429e-04 4.515373e-05 9.407032e-05 5.240867e-04 
##         3194         5722         8291         2697         2614 
## 1.064816e-03 2.303241e-04 3.145715e-06 2.258050e-04 3.534753e-05 
##          356         5204         9225         2869         1673 
## 9.642678e-05 1.947334e-05 1.466513e-04 5.026022e-05 3.037221e-04 
##         1062         5895         7979         2694         8513 
## 5.349668e-05 9.599476e-04 3.834994e-05 2.058830e-05 8.561658e-07 
##         5767         2819         5227         4359         7529 
## 9.334813e-06 5.610140e-05 2.547517e-07 4.411358e-06 7.165566e-05 
##         5990         6207         5529         4641         7560 
## 2.474925e-05 2.798144e-04 3.329575e-04 7.078650e-06 3.585488e-04 
##         8177         6162         4035         8734         4469 
## 1.159291e-04 7.178691e-05 2.361913e-04 1.819857e-04 9.384161e-04 
##         7947         7433         3816         1819         6194 
## 3.686835e-05 1.390508e-04 3.239995e-04 1.866529e-05 2.073073e-04 
##         1542         3050         9882         6145         7428 
## 1.392501e-04 6.387013e-05 3.138586e-04 1.688658e-04 1.044016e-04 
##          459         7922         1292         1404         8175 
## 8.615859e-08 1.601839e-04 2.449031e-04 3.621937e-05 2.377483e-04 
##         8193         8058         6481         1317         3467 
## 2.380318e-05 1.770014e-04 6.219622e-04 4.181674e-05 2.243847e-04 
##          149         6391         7742         8996         7117 
## 6.378373e-04 6.863266e-05 2.613691e-04 1.813702e-05 3.954268e-04 
##         3809         3893         1949         4767         6664 
## 8.493085e-05 4.310851e-05 3.244388e-08 3.176754e-04 6.167924e-04 
##         6970         5318         7658         6803         4339 
## 1.015418e-03 8.597030e-05 5.948675e-09 1.027140e-04 1.252222e-04 
##         6619         9098         9748         4302         1222 
## 8.767363e-05 5.087258e-05 1.797756e-05 3.071297e-05 5.157019e-04 
##         6773         4776         8034         2427         4827 
## 3.400973e-04 4.138798e-04 3.409936e-06 7.140215e-05 6.280840e-04 
##         3813         6826         8047         4552         8140 
## 5.625621e-06 2.345174e-04 4.295897e-05 1.282914e-05 6.460855e-05 
##         3950         8979         5493         2029         3627 
## 8.573730e-05 3.802508e-05 4.569125e-05 1.470846e-04 7.591439e-05 
##         1295         9871         8753         3947         2273 
## 2.344919e-04 1.956158e-05 1.209082e-07 3.539926e-04 1.992808e-04 
##         6597         1816         7451         3727         2966 
## 3.846285e-04 1.107815e-05 7.752128e-04 1.329439e-07 9.486131e-05 
##         5640         7238         2732         4446         8857 
## 4.228513e-05 1.251797e-05 3.007981e-05 2.122075e-04 7.203638e-05 
##         8806         2159          256         3238         3092 
## 2.074608e-05 6.851498e-04 3.127874e-04 7.349472e-04 1.872758e-05 
##         3595         6276         6134         5448         7946 
## 5.087687e-05 6.506463e-04 7.092959e-05 1.757396e-04 7.110105e-09 
##         5764         9248         4154         4431         7279 
## 7.501194e-08 5.968321e-06 8.568600e-04 9.353128e-06 1.209218e-05 
##         9230          349         7860         4468         6460 
## 2.646296e-06 3.464006e-04 4.517648e-04 4.390929e-05 1.952958e-05 
##         3954         7703         4691         4371         8592 
## 9.000705e-04 1.013759e-04 1.417392e-05 2.154394e-05 1.457200e-04 
##         5357         5805         8787         1599         7240 
## 4.236392e-04 1.524976e-06 5.313397e-06 9.128054e-05 2.818211e-07 
##          175         2174         9318         6308         7834 
## 5.773193e-05 1.494131e-03 3.627825e-06 7.857790e-06 8.097013e-07 
##          664         3472         4267         6539         2844 
## 4.430132e-07 7.910701e-04 1.247201e-04 9.195061e-04 1.106520e-04 
##          378         6446         2355         5440         1533 
## 8.777432e-05 2.628684e-05 1.229267e-04 6.349315e-06 1.736561e-06 
##         4517         8798         5532         4647         2760 
## 6.486845e-05 1.967987e-04 1.775258e-04 9.369002e-05 5.313198e-05 
##         9714         5554         5930         1792         2977 
## 1.880600e-05 1.137701e-04 1.793751e-06 7.462202e-05 1.581582e-06 
##         2332         7196         6696         8813          513 
## 1.964948e-05 2.794744e-05 2.486875e-05 5.239433e-05 1.477089e-07 
##         5102         7157         3354         7545         8631 
## 1.236000e-04 1.842273e-08 6.635826e-05 1.954132e-08 5.252918e-04 
##         7913         2724         2729         7895         4744 
## 1.118283e-05 8.048901e-07 9.471774e-07 6.110181e-04 1.703352e-05 
##         9909         5548         3276          322         1218 
## 1.281466e-06 2.686828e-04 6.975784e-06 1.432717e-04 3.976333e-04 
##         1509          673         3216         9680         6453 
## 1.149365e-04 1.626365e-04 1.798266e-04 1.472649e-04 1.071689e-04 
##         7998         1735         5003         6257         2360 
## 1.080296e-05 2.874797e-04 4.732466e-05 5.692603e-05 1.366808e-04 
##         9888         2424         3865         4497         2003 
## 1.487721e-04 8.559654e-05 2.882607e-04 1.833537e-04 4.244839e-04 
##         4970         8280         6693         3114         8727 
## 4.382093e-04 9.036475e-05 5.339222e-04 6.102610e-05 2.016844e-05 
##         4848         4284         5276            4         8084 
## 2.904050e-05 2.912517e-05 3.012703e-04 3.710421e-04 1.774727e-05 
##         2009         2172         3107         9235         6041 
## 1.165845e-03 4.170040e-05 7.749033e-05 6.972501e-05 4.562901e-04 
##         3189         1881          854         4745         9557 
## 4.847099e-04 6.761299e-04 7.135045e-07 7.635170e-05 8.006860e-05 
##         4306         7775         3367         1733         8122 
## 4.858515e-04 1.565942e-05 2.805553e-04 3.424051e-05 4.800783e-05 
##         6792         7732         4890          228         9647 
## 3.636491e-04 2.285932e-06 9.332212e-06 1.798035e-05 9.000035e-05 
##         9881         1584          742         1266         2512 
## 3.826237e-04 1.194606e-04 6.309197e-05 2.715283e-04 7.867651e-04 
##         4844         5066         6501         9844          885 
## 3.058298e-04 2.466595e-05 3.404579e-04 3.732845e-06 3.116232e-08 
##         9523         9387         6758         5307          716 
## 9.152980e-05 2.676654e-05 2.845636e-05 5.665426e-05 7.522058e-05 
##         5467         9323         9428         5712          658 
## 6.148458e-05 1.108581e-04 6.144208e-05 2.387307e-08 1.705741e-04 
##         2639         3209         7665         1754         5070 
## 4.091982e-04 9.854165e-05 1.780867e-04 5.234833e-07 7.236800e-05 
##         6496         8525          151         5792         9125 
## 1.861836e-05 5.695428e-06 9.804814e-06 1.170242e-06 5.255948e-07 
##         8311          355         6351         6200         9749 
## 4.610940e-05 3.879692e-05 6.562533e-05 1.572546e-04 5.509150e-06 
##         7924         7830          993         9869         8863 
## 1.855982e-07 4.426620e-04 1.611896e-07 9.109099e-06 1.328122e-05 
##         7616         4323           20         1587         2533 
## 1.053784e-04 1.381743e-06 2.131280e-04 3.422284e-04 7.377008e-05 
##         6629         4084         6582         1880         9770 
## 3.518310e-04 5.347486e-05 8.995623e-05 1.874499e-04 5.613066e-06 
##         8519         6429         7268         4654         2114 
## 2.157407e-04 8.118830e-05 1.986258e-04 1.594100e-05 3.079044e-04 
##         4010         6016         5057         7728         1495 
## 3.803012e-04 1.012890e-04 3.555746e-05 1.062071e-06 1.391297e-04 
##         1441         4209         7995         2725         6666 
## 3.900678e-07 5.300302e-04 1.640384e-04 7.300087e-05 5.223461e-05 
##         6342         8839          830          494         1634 
## 2.321294e-04 3.562328e-06 2.416021e-06 1.166196e-03 1.020699e-05 
##         9139         1185         7987         7640         4142 
## 2.192973e-04 1.066478e-04 6.923947e-05 2.031568e-04 1.611251e-07 
##         3075         5404         8019         3024         1425 
## 5.554460e-05 4.787289e-04 4.233585e-06 9.682797e-05 7.945067e-05 
##          723         2131         8706         3447         8086 
## 4.114568e-05 1.868884e-04 1.197982e-04 4.990892e-06 5.476854e-05 
##         6156         8391         7831         6868         9700 
## 5.011591e-04 2.544808e-05 9.113082e-06 2.584622e-06 7.310109e-05 
##         8651         8823         2770         2684         4904 
## 3.489285e-05 6.923184e-05 5.967809e-05 7.258587e-05 2.514590e-04 
##         4012         5837         7530          941         5418 
## 2.682262e-08 8.005470e-05 2.734907e-04 1.689083e-05 7.102820e-05 
##         7396         1650         3245         2806         1274 
## 1.971482e-05 2.616446e-04 2.587914e-05 8.101605e-05 1.246062e-03 
##         9855         5064         1968         7791         6915 
## 9.255151e-05 1.494313e-04 2.836055e-04 6.852490e-05 1.705897e-05 
##         7600          196         4375         3308         7124 
## 1.628717e-04 1.406052e-03 5.667463e-06 6.381499e-05 5.121482e-05 
##         4528         2455         5319         3582         1912 
## 1.176694e-04 2.686393e-04 2.383044e-04 5.013867e-05 4.554148e-06 
##         8412         7094         7910         6058         9202 
## 5.785345e-05 7.104098e-04 2.994098e-05 2.083775e-06 1.367816e-05 
##         5653         8527         3395         1371         1136 
## 2.108947e-05 2.674340e-05 1.923714e-05 2.775893e-04 1.803593e-04 
##          903         5175          146         9898         4418 
## 1.401335e-04 3.917212e-05 1.138763e-05 5.339791e-05 5.638415e-05 
##         3088         9900         5754         9703         2838 
## 2.947693e-04 3.737618e-05 6.692891e-04 8.763846e-06 6.526531e-05 
##         8749         2813         1633         1513         1479 
## 5.770183e-06 3.038825e-05 2.434628e-06 3.527465e-04 8.898161e-05 
##         6799         2605         5753         7715         6879 
## 5.901295e-04 3.730359e-06 2.242516e-05 1.918443e-04 2.242459e-04 
##         3514         7906         7146         4338         7981 
## 6.385368e-05 7.215539e-05 2.811807e-04 1.725029e-04 1.289263e-06 
##         4310         2363         6709         5164         2201 
## 1.260588e-05 9.029597e-05 1.577350e-05 2.878221e-06 6.332029e-05 
##         7676         4778         8940         6448         4989 
## 2.471413e-07 1.007201e-04 9.617069e-05 3.169210e-04 6.279617e-04 
##         9699         4566         6519         8245         1672 
## 6.472560e-06 1.634776e-04 2.150500e-06 6.992269e-05 3.670231e-04 
##         3171         5044          150         5097          848 
## 2.604589e-05 5.012714e-05 2.052205e-06 7.677582e-04 8.556344e-06 
##         4721         7042         4534         1245          286 
## 2.184218e-05 3.574678e-04 6.830826e-05 1.369280e-05 6.880338e-04 
##         9651         7517          660          514         7636 
## 5.136565e-07 3.862559e-04 3.121807e-04 1.120362e-04 1.740366e-05 
##         9250          326         2148         9654         2970 
## 2.529420e-04 2.185678e-04 7.722429e-05 1.537326e-06 1.052723e-03 
##         2358         7243         8246         4069         9301 
## 6.173432e-04 7.462450e-04 9.458297e-05 4.168518e-04 5.478385e-04 
##         6777         5641         2366         4185         2834 
## 3.644961e-04 8.427727e-06 1.415161e-04 1.797241e-04 9.765785e-06 
##         6685         4266         8756         7590         1025 
## 1.250034e-04 1.780304e-04 1.798277e-07 3.935719e-05 4.541862e-04 
##         1261          966         3049         5609         9450 
## 1.864700e-05 1.783452e-05 1.275792e-04 3.542254e-04 3.056909e-04 
##         7048         3562         4860         7650         1377 
## 1.749931e-04 7.737989e-06 4.300472e-05 1.137429e-05 6.612828e-07 
##         6998         4465         6476         4391         1085 
## 6.443752e-05 5.312163e-05 4.906898e-06 1.480852e-04 5.555574e-04 
##         2858         3668         4017          274         5279 
## 9.988591e-04 1.626825e-04 7.806805e-04 1.101926e-04 7.523291e-05 
##         7390         1591         5379         6228         1183 
## 1.160125e-06 6.984566e-04 1.243206e-04 8.842379e-09 1.742869e-04 
##         2145         1537         1791         7332         1326 
## 2.529629e-04 1.359313e-04 2.380598e-04 1.692329e-04 2.174337e-05 
##         5158         8406         7531         1676         4571 
## 1.183547e-05 1.141276e-03 1.139802e-04 3.638358e-04 2.316514e-04 
##         8786         7986         5665         7407         1656 
## 1.009818e-04 1.230038e-05 7.511013e-04 6.411379e-04 2.921213e-05 
##         9978         8641         2679         8659         9339 
## 1.070549e-05 1.942427e-05 3.697074e-05 5.330469e-06 7.422527e-04 
##         3874         4171         1154          912         9622 
## 4.201244e-06 2.400850e-04 5.255538e-07 3.299759e-04 3.840770e-04 
##         4334         1363         8530         8980            3 
## 3.693449e-04 3.092054e-04 1.383465e-04 1.626265e-06 4.375614e-04 
##         1220         4111         2543         2192         8332 
## 4.954597e-07 1.682679e-04 3.322257e-06 1.110077e-05 1.873104e-04 
##          412          506         5432          408         6811 
## 2.688656e-04 1.996966e-06 3.880404e-07 2.271322e-06 6.735213e-04 
##         6652         9578          880         5633         1531 
## 2.857816e-04 5.584458e-05 3.209377e-04 4.061954e-05 2.163544e-04 
##         3776         4934         4275         5302         5914 
## 1.312744e-07 8.659138e-05 5.977874e-05 2.004133e-04 5.801497e-05 
##         4809         8778         5018         3146         8578 
## 5.059118e-05 1.661397e-03 3.693946e-05 6.690605e-05 1.143325e-04 
##         6816         9005         6114         6399         8488 
## 2.299196e-04 1.177828e-04 7.103386e-05 9.894517e-04 1.266794e-06 
##          808         1835         5280         3540         9314 
## 9.601258e-06 1.121865e-05 1.329926e-05 1.332950e-06 2.822350e-04 
##         8829         2018         4463         9311         6904 
## 3.916645e-05 6.589531e-06 2.049383e-04 5.043533e-04 2.439061e-05 
##         7436         2771         2257         6208         8421 
## 1.693934e-06 2.995066e-05 2.479397e-04 1.574467e-06 1.179277e-04 
##         6109           25         5354         4487          959 
## 7.532572e-06 3.885746e-05 7.116407e-05 1.071248e-04 2.721197e-05 
##         4900         4869         6858         6782         5075 
## 4.585378e-04 1.824945e-04 9.219796e-06 7.157942e-04 1.957049e-04 
##         3736         7191         1098         2912         3295 
## 3.995286e-04 2.425826e-04 1.991835e-05 4.101484e-06 9.065435e-05 
##         6167         2826         3474         6119         5230 
## 1.447197e-04 5.334765e-04 1.914609e-06 1.085030e-04 4.889780e-07 
##         2274         8345         2117         6095         2498 
## 3.485323e-10 2.696211e-06 9.758641e-05 8.023622e-05 3.525433e-05 
##         5908         3675         1727         5940         4401 
## 2.112738e-05 1.846956e-04 4.629679e-05 1.423833e-04 9.566903e-07 
##         5982         9586         4946         7077          135 
## 4.227894e-05 6.170894e-05 3.808431e-04 7.950663e-05 7.481155e-04 
##         3392         8401         6336         5854         6540 
## 2.204386e-06 5.090892e-04 4.547151e-04 1.281929e-05 2.155686e-05 
##         4340         9743          533          123         1866 
## 8.730267e-05 1.102787e-05 6.216014e-04 6.005426e-05 4.272342e-07 
##         2714         7209         3272         5491         3958 
## 4.234552e-04 6.967023e-05 1.065392e-04 4.881051e-06 1.080572e-03 
##         2472         6381         1204         2812         7849 
## 1.053278e-04 3.977129e-06 1.522209e-04 6.094586e-05 4.486734e-04 
##         8416          720         4304         1845         2589 
## 1.122767e-05 6.934471e-04 6.204028e-05 2.384079e-04 9.860548e-05 
##         2223         9894         2026         1514         4281 
## 5.582509e-07 2.638362e-05 3.156378e-05 6.734089e-04 9.290019e-05 
##         3053         9057         4088         5717          616 
## 4.066558e-04 9.947504e-07 1.795044e-05 4.999859e-06 4.567493e-06 
##         7912         8713         4076         1643         9833 
## 2.031236e-05 5.613521e-04 6.260961e-05 1.491538e-04 5.716532e-05 
##         2263         2484         2350         6392         4294 
## 2.786853e-05 8.612665e-07 3.070110e-05 4.077670e-04 2.118992e-04 
##         9779         7932         1341         8960         1840 
## 1.243697e-05 1.383925e-03 1.170494e-03 4.949018e-06 3.309659e-04 
##         9635         7615         3701         8898         4159 
## 1.795403e-04 1.094348e-04 1.860714e-06 3.495132e-05 2.360047e-07 
##         4120         3741         7897         8589         3294 
## 3.675782e-04 1.477291e-04 1.898741e-04 4.620397e-04 1.185858e-05 
##         8939         4687         7765         5348         9927 
## 5.999974e-05 1.232861e-04 9.710826e-05 7.538195e-06 7.311807e-05 
##         8285         8346         7403         6034         9885 
## 2.331342e-05 6.409903e-05 2.117217e-04 7.592821e-04 1.482152e-05 
##         3642         8440          767         9569         3376 
## 1.749588e-05 1.181620e-04 9.233318e-05 4.591579e-06 4.321321e-05 
##         4627         5672         5707         3868         3647 
## 5.556302e-05 4.382076e-05 2.025477e-04 3.601332e-04 1.278964e-05 
##         3452         2306         7630         3504         8977 
## 6.262228e-07 2.133830e-06 1.242934e-04 2.869795e-04 1.173841e-04 
##         1593         5945         6454         9974         5332 
## 3.747685e-05 3.653749e-04 1.217710e-04 3.504585e-04 2.347901e-05 
##         5962         3528         4732         3793          574 
## 2.667232e-06 8.889992e-05 8.576425e-08 2.304488e-04 4.901734e-05 
##         3166         2083         8752         3923         2716 
## 1.530149e-05 1.528632e-04 1.574715e-04 3.308005e-04 1.009415e-04 
##          649         9603         7370         4704         5570 
## 1.560269e-05 2.671086e-04 3.167220e-04 4.461484e-05 7.558859e-05 
##          851         1770         2113         8504         6008 
## 2.509121e-04 8.904182e-07 8.349746e-04 1.880829e-04 3.174818e-07 
##         5646         5330          877         5225         5365 
## 5.489371e-04 3.880962e-04 1.010654e-05 9.132413e-06 2.919544e-04 
##         8588           43         6769         9568         6736 
## 8.850137e-06 5.182329e-06 5.400253e-05 1.324587e-05 2.507910e-04 
##         7565         7263         1529         2307         6459 
## 1.441276e-04 1.441719e-06 1.174503e-07 1.884874e-04 1.756574e-04 
##         7289         3902         5466         3058         7168 
## 3.146188e-05 2.505616e-05 2.159821e-06 7.026469e-06 4.188785e-04 
##         8383         9943         8472         4711         6922 
## 9.440200e-05 1.056928e-04 1.517960e-04 5.541828e-06 9.835050e-05 
##         7783         7994         6918          263         7858 
## 2.325102e-05 1.677979e-04 5.308269e-05 3.836100e-04 2.057858e-04 
##         8219         4020         7241         7410         3885 
## 4.678605e-09 2.240935e-06 1.904831e-05 1.274444e-04 1.993480e-04 
##          379         3484         2690         1889         6766 
## 3.334105e-04 9.267029e-06 3.967803e-04 3.780687e-07 8.313688e-04 
##         8321         6681         1714         7526         4940 
## 3.440703e-04 2.681573e-05 5.865980e-05 2.260054e-04 2.286973e-04 
##         1075         2904         9180         2971         6715 
## 4.452033e-06 3.791258e-04 9.782683e-06 6.676849e-06 2.166630e-06 
##         7793          824         1036         7547          821 
## 7.337347e-04 1.964707e-04 1.346825e-05 1.142100e-04 1.346076e-04 
##         9184         1089         8392         7438         3781 
## 3.540050e-04 1.095395e-03 8.524388e-05 8.376882e-04 7.608684e-04 
##         2397         2448         2828         9966         7882 
## 1.278981e-05 8.763547e-05 4.454868e-05 3.960668e-05 1.827892e-05 
##         8772         8850         1824         1692          650 
## 2.154334e-05 7.244593e-09 8.019750e-06 6.917299e-05 1.003528e-04 
##         6617         1884          475         5927         1709 
## 5.623519e-06 7.288224e-05 1.699698e-05 1.528896e-03 9.293503e-04 
##         1029         2961         8702         1074         2476 
## 4.304460e-04 5.003443e-07 7.437155e-04 2.432029e-08 1.348389e-04 
##         8117         9331         6173         8134         8297 
## 3.331730e-05 2.226826e-05 6.695584e-06 2.253116e-05 3.377469e-06 
##         5177         3794         3641         7620         6746 
## 1.607348e-05 2.925523e-04 2.567253e-05 1.227347e-04 6.980362e-06 
##         4443         5424         7358         1037         5760 
## 5.934927e-04 2.105837e-04 7.300811e-06 9.724032e-06 5.002404e-05 
##          958         8474         9438         1641         5193 
## 4.404074e-05 3.332395e-04 9.453467e-06 1.886146e-04 1.641546e-04 
##         7099         1061         6372         3871         4648 
## 1.660956e-06 2.513640e-04 1.327101e-04 1.919048e-05 4.666628e-06 
##         9324         3160          682         7563         5806 
## 3.114316e-05 3.527612e-05 1.001552e-05 1.101860e-05 1.239873e-03 
##         3003         5613         8664         2530         2286 
## 1.706270e-04 8.345000e-05 2.287494e-04 8.758741e-04 8.414649e-05 
##         8661         5881         5073         6265         5126 
## 1.767710e-04 1.710103e-05 1.213481e-04 3.483687e-06 9.208221e-04 
##         6535         4722         1256         6001         1749 
## 5.066737e-05 5.258316e-06 1.810208e-04 1.910520e-04 6.460523e-04 
##         5629         2021         7323         2064          302 
## 5.564511e-05 2.902358e-05 2.801154e-04 1.874966e-04 4.620377e-05 
##         1793         5526         8601         2016         4256 
## 2.641280e-04 8.959804e-05 6.462950e-04 4.917438e-04 1.087183e-04 
##         4761         8952         9710         3012         6702 
## 1.778369e-04 5.906181e-05 2.478109e-04 3.738907e-04 2.179499e-07 
##         4379         9879         6996         3807         4793 
## 9.060164e-04 3.680629e-04 3.703631e-05 6.359280e-06 5.411485e-05 
##         1939         9349         7318         9465         9037 
## 5.646704e-04 5.214825e-05 2.311107e-07 1.172270e-06 6.242238e-04 
##         7880            8         9071         7689         1103 
## 3.597393e-06 1.319723e-05 4.161537e-04 1.319377e-04 1.700986e-06 
##          956         3824          735         6907          273 
## 1.374053e-04 7.566290e-04 2.599578e-05 1.116101e-04 3.761718e-08 
##         8966         5275          632         1660          846 
## 1.793384e-04 3.803479e-06 2.382907e-04 2.364255e-04 3.708521e-05 
##         2629         3389         2764          159         2259 
## 8.341660e-05 2.560698e-04 1.934488e-04 3.256309e-04 1.200313e-04 
##         6465         5176         3758         5105         6339 
## 1.206861e-05 4.980370e-04 1.303818e-04 5.887374e-05 9.887873e-05 
##         1964         2139         1313         7457         9439 
## 2.607944e-04 3.148124e-04 2.286123e-04 1.804221e-05 6.355659e-06 
##         5174         2495         8276         6283          483 
## 4.888867e-05 3.356718e-05 1.628348e-05 1.460787e-05 5.217288e-04 
##         1931         5642         6294         4318         9698 
## 5.129032e-05 5.857994e-05 1.327570e-04 4.539359e-08 6.819842e-04 
##         6348         3500         1955         9163         6779 
## 3.985507e-04 8.416579e-09 4.089521e-06 1.614987e-04 1.965944e-05 
##         8022         2166         3011         7140         3640 
## 4.469918e-04 3.042714e-04 1.534980e-03 2.071431e-05 6.433768e-06 
##         1197         2515         4094          427         7227 
## 1.412225e-04 2.062214e-05 4.965850e-04 2.626798e-05 2.150753e-06 
##         2817         5799         2336         9988         2931 
## 2.068725e-04 9.305115e-06 8.368910e-04 5.607898e-04 1.144380e-04 
##         3081         4542         1941          636         4916 
## 1.528477e-04 1.094306e-04 5.751449e-06 2.144795e-04 7.889697e-05 
##         1027         8833         6657         6120         8203 
## 2.069468e-04 3.628672e-05 1.488677e-05 1.554226e-04 1.868380e-04 
##         8113         5762          868          457         9141 
## 4.515730e-04 3.049998e-04 1.140045e-04 4.956496e-05 3.721540e-05 
##         4725         9679         4851         2513         5026 
## 1.251669e-05 1.454015e-04 2.180378e-05 1.523987e-04 1.000735e-04 
##         4054         1003         1210         5790         9874 
## 3.038522e-04 2.604066e-05 2.469451e-05 2.563192e-05 2.295990e-05 
##         3135         6383         6776         9519         9118 
## 1.488137e-05 1.760176e-04 9.024644e-05 1.104102e-04 5.562406e-05 
##         1915          449         8692         4498         2249 
## 3.902361e-06 1.053909e-04 1.136981e-03 1.232426e-04 4.720840e-04 
##         3329          578         7982         5266         9415 
## 1.157177e-04 1.177636e-04 6.112924e-04 7.191694e-05 6.145483e-05 
##         9101         3724         7539         7503          714 
## 2.153401e-05 3.439841e-05 1.198358e-04 2.005273e-04 3.739969e-06 
##         9030         8531          488         8108          890 
## 1.439915e-05 9.540251e-07 3.766930e-04 2.506840e-04 4.737215e-04 
##         7917         3142         9923         6015         3307 
## 2.930986e-04 1.595408e-04 7.676997e-05 7.184397e-06 5.568269e-05 
##         9822         3161         1958         9527           39 
## 9.593260e-04 2.304743e-04 4.417834e-05 1.454263e-04 4.068744e-05 
##         9908         4071         8007         1290         5134 
## 3.127801e-04 4.855588e-06 3.560334e-04 2.240506e-04 4.735306e-05 
##         6536         3176          928         4253         8202 
## 1.613621e-05 1.742810e-05 5.854933e-04 1.185532e-04 2.259486e-04 
##         1596         1839         5602         4425         8564 
## 1.406131e-04 1.006610e-04 7.001581e-05 1.055522e-04 1.641416e-03 
##         3417         1231         7673         9135          871 
## 5.326942e-05 1.018463e-05 3.161177e-06 1.503320e-04 2.070407e-05 
##         8498         1276         3369         7785         7302 
## 1.588683e-04 6.446552e-06 6.417367e-04 4.480389e-04 5.152993e-04 
##         3901         3478         2048         2713         2253 
## 1.037291e-04 1.140245e-04 1.112435e-04 3.243227e-05 1.132785e-04 
##         6640         6255          752         4661         9228 
## 5.817558e-07 2.790535e-05 3.011698e-05 6.763641e-04 1.595117e-04 
##         4863          863         4433         1386         7701 
## 1.969505e-04 1.665159e-04 3.394148e-06 4.090579e-06 4.769117e-06 
##         2703         5288         4797         3026         2258 
## 7.037291e-06 2.180844e-07 8.800558e-05 5.965298e-04 8.492040e-05 
##         6703         2368         1861         7558         6824 
## 9.799627e-05 3.203726e-04 7.063138e-05 9.591584e-05 2.350217e-05 
##         1666         4273         9608         2728         6426 
## 2.645116e-04 1.272410e-05 2.280170e-05 8.356075e-06 6.915936e-04 
##         2100         5822          177         8853         8071 
## 3.575982e-04 1.980644e-05 4.445005e-04 2.095762e-04 2.839148e-04 
##         8790         6212         4597         1544         1380 
## 1.091512e-04 7.696876e-05 7.041269e-05 1.731595e-04 8.137356e-05 
##         8596         9186         5555         1706         2887 
## 3.355475e-04 1.940133e-05 3.545422e-05 2.612799e-04 2.795102e-04 
##         2991          597         1046         5306         5182 
## 1.569605e-05 8.741975e-06 2.129808e-04 3.386147e-05 1.591347e-04 
##          208         4978         7128         5281         6452 
## 6.274914e-05 8.563161e-05 5.525450e-04 5.400890e-06 2.893647e-05 
##         7867         8906         5870         4908         6886 
## 1.477197e-04 2.372812e-05 4.675553e-05 4.937350e-11 8.998740e-07 
##         2822         2266         7330         2875         3231 
## 8.274143e-05 2.343932e-06 8.882642e-05 9.058594e-06 1.649609e-04 
##         1600          528         9589          988         3513 
## 4.673266e-05 7.593397e-05 8.100207e-05 7.261586e-06 4.886605e-05 
##         7632          670          954         9411         9736 
## 3.002182e-04 1.964624e-05 3.010763e-04 2.272256e-04 1.981973e-06 
##         3619         4199         4479         8526          835 
## 7.927485e-05 6.761934e-06 1.595507e-06 6.670688e-04 2.611814e-05 
##         3637         1670         5906         2651         1967 
## 1.488451e-04 8.337482e-06 5.348951e-06 7.216682e-05 5.884355e-05 
##         5582         4762         8273         5519         5887 
## 4.808347e-05 2.083347e-04 7.314876e-04 4.500700e-05 8.796108e-06 
##         1248         4282         9458         8580         2810 
## 9.772367e-06 3.375813e-05 1.990858e-04 9.057701e-06 3.407325e-04 
##         7967         9327         6821         1459         1023 
## 4.874923e-05 1.009985e-04 4.160448e-05 2.425228e-04 1.045407e-05 
##         7100         3775         7293         5833         7225 
## 1.371489e-04 2.783003e-07 3.645164e-04 9.341334e-06 1.257091e-05 
##          710         6369         7074         5074         3110 
## 3.897262e-04 6.737239e-04 6.911128e-05 1.488979e-04 3.425760e-04 
##         5971         7026         5651         6102         4630 
## 8.593303e-04 3.129721e-04 1.520091e-04 1.135316e-04 1.446957e-04 
##         8063         3998         7075         3001         7272 
## 8.952974e-04 4.472151e-04 8.989605e-06 8.399700e-05 2.703432e-04 
##         5535         7144         8884         9296         3020 
## 2.933740e-05 1.392503e-09 6.355309e-05 1.489041e-05 8.677697e-05 
##         5142         4913         5618         2059         7046 
## 4.817398e-04 9.524516e-05 6.762168e-05 1.401932e-06 3.252020e-04 
##         2390         1971         4872         3899         1269 
## 4.045739e-04 4.037580e-06 5.858383e-04 6.667522e-06 2.185671e-04 
##         6953          934          261         7185         7826 
## 8.871620e-05 2.247951e-04 1.965329e-04 4.374137e-06 3.623199e-05 
##         9993         5588         9040         1777         7806 
## 1.161762e-04 2.603033e-05 1.127964e-03 1.295799e-04 1.555458e-04 
##         2974         6673         8419         5388         4760 
## 3.004480e-04 8.672013e-05 2.424465e-06 1.126543e-05 6.766443e-05 
##         4710         7976          253         6284         7119 
## 6.435240e-05 9.087202e-05 6.452354e-08 3.748158e-04 5.358278e-04 
##         1475         9388          973         5698         8024 
## 2.053965e-04 7.403565e-05 6.841155e-05 1.147797e-05 7.325167e-08 
##         4585         7993         3657         8289         7770 
## 3.223566e-05 6.485698e-07 6.086732e-04 3.987414e-04 7.968234e-07 
##         4791         3456         8686          535         4255 
## 1.193893e-06 1.590006e-04 1.178469e-04 6.801440e-06 3.157258e-04 
##          460         7001         9595         2165         4866 
## 1.939152e-04 1.100973e-05 2.984023e-04 2.539980e-04 3.314846e-04 
##         3439         3485          155         2401         6636 
## 2.687119e-06 1.192161e-04 1.451851e-04 2.146444e-04 6.508888e-06 
##         4096         7611         3060         7889         4461 
## 1.044377e-05 4.674170e-05 6.573915e-07 1.621555e-06 2.662144e-05 
##         3832         9039         9127         7426         3712 
## 6.983072e-05 1.325069e-04 3.047518e-05 2.074396e-05 1.783205e-04 
##         4361         6428         8600         1991         1278 
## 2.838866e-06 1.959114e-04 2.616571e-04 1.782716e-06 8.634045e-05 
##          118         2129         1986         5662         4351 
## 5.870214e-04 2.074003e-05 1.594720e-04 2.920852e-04 2.414333e-04 
##         5409         8848         9385         9227         2528 
## 1.224757e-04 7.050292e-04 7.070808e-05 9.977617e-05 1.775397e-05 
##         5137         5041         7418         7067         2457 
## 1.017808e-06 1.729860e-04 1.255692e-04 1.266959e-04 9.107206e-10 
##         8570         9691         2406          798         7821 
## 3.844391e-05 5.169226e-07 5.496298e-04 1.054318e-04 2.696045e-05 
##         2918         7170         7773         2391          110 
## 3.153284e-05 2.448912e-05 2.108288e-04 3.501150e-04 6.314311e-04 
##         8550         4889         8828         3237         8875 
## 1.811043e-05 2.967635e-05 1.701310e-04 2.989145e-08 2.826707e-05 
##         8541         8946          314          547         8904 
## 5.425778e-05 1.225506e-04 7.920574e-05 1.182860e-04 8.647762e-04 
##         6370         2836         4981         9535         6330 
## 5.632581e-05 3.849788e-04 7.701642e-04 1.374649e-04 1.029978e-04 
##         7491         9655         6221         7642         5741 
## 2.271314e-04 5.607122e-06 6.371499e-04 2.822661e-06 1.124653e-04 
##         3274         6305         9706         4070         2855 
## 1.211799e-05 3.597571e-05 1.302960e-04 7.530896e-05 2.861598e-05 
##         6795          569         5591         2594         3293 
## 7.681953e-06 7.467776e-05 3.146665e-05 3.111676e-04 8.147669e-06 
##          703         4127         8338         7034         8207 
## 3.744423e-04 1.944524e-04 9.274554e-05 7.295264e-06 1.375950e-04 
##         8755         2067         9376          561         3388 
## 2.285106e-04 1.323606e-04 2.482792e-04 4.567140e-06 3.054107e-04 
##          185         6421         7098         7920         1554 
## 3.156801e-04 9.976171e-05 8.415931e-05 3.239933e-05 9.376926e-05 
##         2613         3959         3401          879         4227 
## 6.738331e-04 1.725792e-04 1.418027e-05 1.077789e-04 2.052133e-06 
##         8900         2433         8409         4004         6068 
## 1.940900e-06 4.757412e-08 3.406152e-06 3.256792e-04 4.806790e-04 
##         3431         3725         7609         4118         2537 
## 4.479561e-04 4.146112e-04 3.919167e-04 1.578118e-04 6.509578e-05 
##         1329         3230         3909         1070         6415 
## 1.171343e-08 6.485925e-04 2.719278e-04 2.947379e-05 1.024609e-03 
##         7416         7900         1234         4634         8049 
## 1.164949e-05 7.075705e-06 2.024980e-04 5.300031e-07 2.414092e-07 
##         8450         3096         5257         5399         6244 
## 9.425016e-06 7.246488e-06 8.410202e-06 1.023785e-03 1.067813e-04 
##         6177         8005         9315         2802         3449 
## 7.513004e-07 9.554474e-07 8.647504e-07 3.238866e-05 2.207032e-04 
##         3782         3994         3992         2755          866 
## 3.502646e-06 6.864555e-06 2.167883e-04 4.724639e-05 9.715196e-05 
##         5868         3596         2089         9353         4543 
## 3.346168e-07 1.540156e-04 5.485716e-05 3.329762e-04 2.263495e-04 
##         8119         4607         3402         3009         9342 
## 2.706052e-04 4.286094e-05 9.001046e-08 4.473547e-04 8.493708e-06 
##         3300         1527         7879          781         5361 
## 1.055750e-04 4.773304e-06 3.610793e-04 1.335438e-04 7.088092e-05 
##         2827         1657         8529         9271         5730 
## 1.373126e-04 5.000397e-05 4.016475e-04 2.380143e-05 9.782451e-07 
##          644         8822         2567         4601         1355 
## 4.138963e-05 6.761705e-04 9.312575e-05 1.509568e-04 3.268287e-05 
##         9023         3229         5244         7735         4505 
## 2.544513e-04 2.627509e-05 6.416683e-05 5.322009e-09 1.222935e-04 
##         3199         3842         8964         6946         2994 
## 8.060058e-04 4.727206e-05 1.843500e-07 2.729420e-06 1.498315e-05 
##          984         2470         5189         8496         4905 
## 3.888972e-06 7.764280e-05 6.475437e-05 1.961514e-04 2.006757e-05 
##         6398          936         4107         4220         1000 
## 1.152835e-04 6.113653e-05 1.654466e-04 7.884993e-04 1.095745e-04 
##         4331         8222         6903         7394         3250 
## 1.217247e-06 3.922577e-05 1.441645e-05 1.655888e-04 2.030989e-04 
##         6591         9482         4620         3493         9629 
## 1.744046e-04 1.597567e-05 2.823815e-04 3.404647e-04 7.781332e-06 
##         2705         9916         5644         6830         6562 
## 6.397268e-04 1.824751e-05 7.062442e-04 4.721009e-05 4.557810e-04 
##         1361         5975         1813         2228         4688 
## 4.163146e-05 1.630424e-05 1.170716e-05 8.375489e-05 3.402892e-04 
##         8817         1686         5817         9525         2627 
## 2.192685e-04 1.372154e-03 8.915601e-05 6.818698e-04 4.729668e-05 
##         7446         8136         5269         9206         6967 
## 2.485482e-05 4.064689e-05 8.984978e-05 5.831288e-05 5.693320e-04 
##         6113         3404         5746          799         6065 
## 4.597931e-05 2.334371e-07 8.018837e-04 4.556462e-05 1.620011e-04 
##         8148         9336         8181         6810         4217 
## 3.253649e-06 6.218069e-05 1.438380e-04 2.815654e-05 1.253717e-05 
##         4907         7401         1683         5756         6885 
## 2.774087e-04 7.298310e-05 2.616122e-06 2.990617e-05 7.188419e-10 
##         9366         3692         9261         6363         4559 
## 4.586528e-04 3.649434e-05 3.798822e-07 5.829798e-05 1.038879e-04 
##         8733         4412          423         2206         3309 
## 1.284064e-05 4.866221e-05 2.545098e-04 2.621558e-04 3.001736e-04 
##         8665         5217          626         8278         5527 
## 2.350503e-04 3.455773e-04 2.773714e-05 5.069962e-06 3.468223e-05 
##         5605         6631         8125         7942         8458 
## 2.708864e-06 8.306385e-05 1.458727e-03 1.182537e-05 8.498345e-05 
##         9730         2036         3936         5443         5666 
## 2.601176e-05 9.540692e-05 2.428353e-04 3.604371e-05 1.815140e-04 
##         2587          455         3292         3811         9212 
## 9.676228e-05 1.304649e-04 6.162762e-04 1.003042e-04 6.513577e-07 
##         4972         1370         3348         7972         4202 
## 7.792346e-06 1.249559e-06 1.617802e-04 4.383234e-05 2.491854e-05 
##         3312         8743         2773          169         5977 
## 2.551398e-05 1.344540e-05 2.895205e-05 5.886368e-06 1.356990e-04 
##         2960         3151         5039          612         8501 
## 1.866017e-04 2.251080e-05 1.187905e-04 8.111559e-05 8.372197e-05 
##         8485         7405         6522         9605          197 
## 1.202886e-04 1.017789e-04 1.719033e-04 5.938164e-04 5.256110e-06 
##         3339         7925         7354         6354         9626 
## 1.822932e-06 9.711151e-05 2.044314e-04 1.365301e-07 2.503695e-04 
##         3164         3984         2924         6171         2667 
## 1.403171e-05 1.626557e-06 3.836605e-06 1.058462e-04 7.315872e-05 
##         9675         3925         3213         9598         3306 
## 2.005179e-04 2.791178e-04 1.629570e-05 1.607958e-03 1.231083e-04 
##         1120         3667         3330         8497         3089 
## 7.369500e-05 2.064969e-04 1.812354e-05 3.491710e-04 7.252246e-05 
##         4440         4236         2951         9375         4539 
## 3.253757e-05 1.521187e-05 4.999285e-04 8.110257e-05 6.734559e-04 
##         3136         8944         6183         2269         5638 
## 1.259829e-04 7.728771e-05 4.535383e-04 1.137875e-03 1.612124e-05 
##         7236         3291         4527         3554         1208 
## 5.044021e-07 3.249636e-04 7.111491e-06 2.987622e-04 9.098534e-06 
##         4595         1826         7292         6352         3021 
## 4.638967e-05 2.425278e-04 3.203877e-05 1.637785e-06 7.754806e-05 
##         5206         7515         4432         7746         2240 
## 4.527950e-06 4.753600e-05 1.395489e-04 1.027913e-04 6.304907e-04 
##         2349         2468         5035         7921         7134 
## 1.852962e-05 2.369969e-04 1.550568e-04 7.686062e-04 6.740346e-06 
##         6587         2079         8537         8255         5932 
## 2.587963e-04 7.365556e-05 2.640859e-04 1.497132e-06 3.459850e-07 
##         8169         3907         3545         2300         8044 
## 5.075340e-07 1.119433e-04 7.061902e-05 2.895852e-04 4.423144e-05 
##         5786          707         8299         5531         8078 
## 1.792001e-04 4.135377e-05 1.919644e-05 8.701723e-05 4.558275e-05 
##         3381          633         6861         7511         5891 
## 1.922120e-07 2.985591e-04 3.069919e-04 4.704622e-05 2.817795e-04 
##         5045          542         1215         4516           70 
## 6.454502e-05 6.590448e-05 4.058683e-04 1.513378e-04 1.129031e-04 
##         2181         9233         3749          690         7809 
## 3.578538e-04 1.549503e-04 1.977516e-04 7.416787e-06 4.258492e-05 
##         4733         9246         9344         9831         4430 
## 4.023195e-04 6.280364e-06 3.908639e-05 5.921687e-04 1.035118e-05 
##         7123         9724         1484         3134         1535 
## 1.594160e-04 5.567455e-04 2.860027e-04 3.242508e-05 9.012511e-04 
##         6745         4822         3847         3022         9253 
## 2.620464e-04 1.631580e-04 4.375713e-04 5.029612e-04 1.448399e-04 
##         2054         6926         7822         3343         2571 
## 5.093647e-04 1.723296e-04 7.392523e-05 1.361739e-05 1.812393e-04 
##         8882         7576         1272         6122         2284 
## 2.962877e-05 6.694345e-05 3.720600e-05 4.829355e-06 1.809486e-06 
##           34         7483         7582         9440         5170 
## 1.074815e-04 1.103831e-03 1.771149e-04 4.061904e-06 1.893188e-05 
##         7478          667         5923         8744         1924 
## 3.734050e-06 1.056101e-06 1.774429e-04 3.140581e-05 2.648889e-05 
##         5271         1243         9953         9043         9718 
## 1.061340e-04 3.145376e-04 4.939558e-06 1.160429e-03 1.849287e-05 
##         7023         2634         2364         1725         1287 
## 1.930591e-04 3.939334e-05 1.246142e-05 1.391666e-04 1.756505e-04 
##         4138         4538         9990         8089         1618 
## 7.906574e-06 1.085890e-06 6.468394e-05 4.687516e-06 1.745345e-04 
##         4800          272         2431         6462         5016 
## 1.396503e-06 1.567129e-06 9.371694e-06 1.087114e-03 3.196003e-06 
##         8317         1887         7872         1034         9042 
## 2.815148e-05 2.479596e-05 4.219750e-05 5.224322e-04 9.209073e-04 
##         3201         1230         4280         4834         5739 
## 7.366691e-07 3.339142e-06 3.582157e-04 5.889112e-06 6.088253e-04 
##         6259          165          405         4396         3703 
## 4.440450e-07 7.981285e-06 5.254402e-04 1.138096e-04 3.263691e-08 
##         6286         1238         7069          905         7874 
## 4.915101e-04 3.151588e-04 8.204487e-05 2.211043e-04 1.195664e-07 
##         1126         5152         1040         8167          429 
## 1.325559e-03 3.475125e-05 3.590246e-05 4.518114e-05 2.691332e-05 
##         8545          456         1473         9320         5506 
## 9.518816e-05 1.338034e-03 3.530160e-06 5.866864e-05 2.392757e-05 
##         3366         1637         2409         3597         5752 
## 2.501608e-05 4.134010e-07 1.077343e-04 8.714341e-06 2.079248e-04 
##         9857         7317         5874         5159         8296 
## 1.720558e-04 7.153618e-05 6.321427e-08 1.291636e-07 4.830968e-05 
##         5716         5186         5212         6838         2361 
## 1.247451e-05 6.732759e-05 2.641198e-04 1.051968e-04 3.654618e-04 
##         1201         8307         7629         9746         5120 
## 2.615401e-04 3.131326e-05 4.713721e-06 2.860722e-08 7.342630e-05 
##         7029         6832         7081         6401         3211 
## 1.000340e-05 2.034128e-06 4.123786e-06 8.312951e-05 5.910235e-05 
##         2492         5337         2523         9884         7175 
## 3.570669e-05 1.275406e-05 1.068072e-04 2.587736e-06 5.774370e-05 
##         5223         6891         9640         6503         3301 
## 7.848497e-04 4.825442e-05 6.214771e-06 2.029268e-05 2.710876e-04 
##         5925         7062         2248         8396         2615 
## 3.642626e-05 1.686076e-05 8.743420e-05 6.765207e-04 1.366838e-04 
##         2863         8793         1789          728         5218 
## 1.406580e-07 2.787326e-05 5.556956e-05 3.546198e-04 2.394225e-04 
##         5562         7878         5024         7869         2233 
## 1.109911e-03 1.769938e-05 2.131789e-06 5.906931e-04 1.897862e-04 
##         9362          543         2132         1654          309 
## 3.502268e-06 2.927718e-04 1.752229e-05 2.628871e-04 2.151399e-04 
##         9003         9667         4903         1035         9628 
## 3.715446e-04 2.844002e-05 4.593661e-04 2.463514e-04 3.652156e-04 
##         3078         1517         8120         1432         2489 
## 9.368300e-05 1.734739e-04 2.816360e-04 1.324077e-04 6.595611e-04 
##         5143         3179         3159         4023         1578 
## 1.964226e-05 4.391934e-05 3.684635e-04 3.288357e-04 3.846489e-05 
##         8204         2340          115         3113         3884 
## 3.357303e-04 8.869994e-04 1.322974e-05 7.517478e-05 7.883025e-05 
##         1342         1664         9772         7601         3891 
## 6.013855e-05 2.533829e-05 8.822771e-04 2.648558e-04 3.930670e-04 
##         3739         3503         6316         5820         7768 
## 5.865078e-05 4.147704e-05 1.655695e-05 2.431981e-05 1.564933e-04 
##         5221         4826         6073         4669         3240 
## 1.423963e-05 3.607629e-04 1.787462e-05 1.038592e-04 4.487145e-04 
##         5546         2574         4274         4671         8869 
## 5.043158e-05 5.095076e-05 4.908664e-04 2.264718e-04 3.224733e-05 
##          426         2061         7202         9721          884 
## 2.046683e-06 1.321464e-04 3.121588e-04 1.904834e-04 6.005526e-06 
##         2616          445         5313         9784         1490 
## 3.847584e-04 8.129330e-05 4.136406e-04 4.281673e-05 5.565727e-04 
##         8039           77         1691         3784         5630 
## 4.144703e-05 2.649301e-04 2.699600e-05 1.738272e-04 3.017659e-05 
##         5161         5910         9446         2992         4690 
## 3.378856e-05 3.380127e-04 6.237031e-05 3.947607e-04 9.321397e-07 
##         8281         1358         8265         3613         6469 
## 4.131330e-04 7.019620e-05 1.687591e-04 1.222518e-04 4.604437e-04 
##         7562         4814         4635         5099           95 
## 6.470837e-05 8.141334e-05 1.665545e-04 1.579138e-05 1.298330e-04 
##         5749          170         5000         5238         9476 
## 6.478142e-05 3.394387e-04 9.470775e-05 4.405652e-06 1.687032e-05 
##         8816         8972         1297          990         1453 
## 1.611055e-05 3.505415e-06 3.780053e-05 5.779750e-06 1.919406e-04 
##          156         6317         2086           33         7386 
## 2.285941e-05 3.829841e-04 4.152625e-06 1.903697e-05 9.563364e-06 
##         5441         3916         4405         7409         7174 
## 8.493142e-05 1.286688e-05 3.223155e-04 1.024984e-04 6.880246e-05 
##         4525         9178         9963         7645         5079 
## 3.416032e-06 5.903611e-05 7.358670e-05 7.479848e-05 7.207422e-04 
##          307         8295         3023         3433         8187 
## 5.564059e-04 3.558965e-04 1.232202e-04 1.839085e-06 3.109167e-05 
##         1879         9903         7190         9773         5509 
## 2.619812e-05 1.760661e-04 9.414795e-05 8.856997e-05 4.619342e-04 
##         4216         5141          895         1776         7580 
## 7.214092e-07 1.163707e-04 5.788612e-05 3.698083e-05 3.095215e-04 
##         6418         3722         4224         9222         9865 
## 1.804913e-05 1.107336e-04 1.295916e-04 5.862485e-04 3.869517e-04 
##         5190         9066         7328         7559         7380 
## 6.972992e-05 2.305424e-08 1.224324e-04 3.692166e-04 1.255328e-03 
##         2099         2440         7957         8652         7954 
## 2.822164e-04 6.596068e-04 1.371054e-05 7.288228e-05 1.919085e-06 
##         3770         2073         1695         2463         3000 
## 7.608054e-05 1.136875e-03 1.070220e-03 6.243021e-05 1.941203e-04 
##         3798         4885          551         4743         4557 
## 7.020180e-05 2.092518e-05 3.572476e-05 1.467128e-03 1.946423e-04 
##         9209         3126         8558         3420         5191 
## 3.056095e-04 1.293426e-04 1.554768e-04 6.204228e-08 8.564400e-05 
##         3302         4317         6524         1697         9390 
## 1.030974e-03 3.707750e-05 4.357961e-04 3.216920e-07 1.168145e-08 
##         8508         6778         4674         3083         1359 
## 6.633487e-04 4.316036e-05 7.943229e-05 3.729862e-05 1.364991e-05 
##         2330         6585         2281         9808          904 
## 3.142280e-05 2.887817e-04 5.594336e-05 2.182662e-06 4.106056e-04 
##         6828         6075         2405         4771         1141 
## 1.459058e-05 5.228783e-06 5.365689e-04 2.332735e-04 8.754761e-04 
##         2913         2542         9025          179         6198 
## 1.932585e-05 6.057345e-05 3.271954e-07 6.391279e-04 2.210018e-04 
##         6464         8436         3057          909         6327 
## 1.967897e-05 2.667553e-07 4.233457e-06 1.476390e-04 3.706609e-05 
##         9404         1581         4995         2514         3371 
## 1.076565e-06 5.427188e-05 3.070429e-04 9.647350e-04 7.336261e-05 
##         3025         9469          872         2109         5501 
## 3.092897e-04 1.563373e-05 3.456348e-04 8.396581e-06 5.373094e-04 
##         1118         1186          352         9094         7833 
## 1.528128e-04 4.134123e-05 2.225671e-04 6.129491e-06 1.799902e-04 
##         4141         8534         4257         1296         3413 
## 4.102023e-06 1.301013e-06 2.369299e-04 6.866096e-06 4.689029e-06 
##         8746         3394         1978          132          800 
## 7.680832e-05 5.112505e-06 1.049992e-04 2.643260e-04 3.559459e-04 
##         6275         7870         4979         6787         6656 
## 4.710243e-05 5.496114e-05 8.265078e-05 1.290185e-05 2.524750e-04 
##         3432         7448         4649         9937          637 
## 4.480227e-05 6.470478e-04 2.378340e-04 2.816811e-05 2.086248e-07 
##         4994         6273         8579         1518         4561 
## 1.780679e-05 7.194474e-05 3.719301e-05 8.927562e-06 2.176688e-04 
##         3700         5436          512         6032         5260 
## 2.795800e-04 4.618977e-08 1.655316e-04 6.700272e-05 4.903071e-04 
##          609         8634         3957         1028         5846 
## 2.388313e-05 4.259669e-04 8.998191e-06 1.476816e-04 1.262434e-04 
##         1378         9392         4928         8268         1439 
## 2.749782e-04 1.824476e-04 1.007141e-05 2.261722e-04 1.633190e-04 
##         5001          489         9265         5838         2535 
## 2.089105e-04 4.200089e-04 6.904377e-04 1.627961e-04 1.355384e-08 
##         6738         9645         2292         5484         5060 
## 3.578461e-04 4.888314e-05 2.335391e-04 1.582682e-04 6.239047e-04 
##         2499          642         5850         5008         7774 
## 7.070285e-04 2.423121e-05 1.190256e-04 4.006965e-05 5.238627e-04 
##         4777         3634         8123         6699         9378 
## 3.634097e-05 2.463717e-07 1.614421e-04 3.931605e-04 1.593642e-03 
##         6014         4312         4056         6318          855 
## 4.783261e-06 2.972494e-06 2.698729e-05 8.285278e-05 3.281411e-05 
##         2043         3180         9160         3980           76 
## 6.596753e-05 4.002403e-06 7.374623e-05 4.166551e-05 3.976686e-04 
##         7261          685           63         4219          264 
## 8.600949e-05 3.731452e-04 1.446498e-03 4.275710e-05 1.625556e-04 
##         8621         3525         3318         5483         9641 
## 2.923440e-05 6.082228e-05 1.282543e-04 2.378356e-04 2.040235e-04 
##         5798         6802         1308         6367         9613 
## 3.383438e-05 1.313989e-04 6.355372e-04 1.990754e-04 2.110641e-07 
##         2606         3800         9106         4675         7496 
## 1.566482e-04 5.810674e-05 8.807793e-06 5.453611e-05 5.638402e-04 
##         5572         2987          833          881         6909 
## 2.725252e-04 2.295013e-04 1.024073e-03 8.988892e-06 1.655914e-06 
##         9240         9692         3615         7365         6735 
## 6.228749e-05 1.138931e-05 1.557205e-05 2.478768e-04 5.547645e-05 
##         2477         3604         3903         9468         2435 
## 5.439348e-04 2.583533e-04 1.531034e-04 2.061739e-06 2.150864e-04 
##         4180         1721         6057         7421         6360 
## 1.558572e-05 3.473658e-08 7.402152e-06 1.645574e-03 2.013717e-04 
##          332         3735         4773         9226         4643 
## 9.450638e-05 4.455762e-05 9.817219e-05 1.426426e-04 2.663472e-05 
##          750         4475         6248         4300         5359 
## 2.243471e-05 9.034179e-05 2.013254e-06 4.821360e-05 9.111340e-04 
##         8349         8116         9744          560         3069 
## 1.291841e-04 1.449033e-04 2.043171e-04 1.510623e-04 3.122601e-05 
##         5343          530         5344         7447         4445 
## 7.649387e-07 2.086092e-05 1.644583e-04 1.206685e-04 1.013565e-05 
##         3744         1609         9405          333         2158 
## 8.402796e-05 1.136246e-06 3.650353e-04 4.738409e-04 2.127446e-04 
##         7213         3175         8372         3974         7395 
## 1.320155e-04 8.274785e-06 5.426499e-06 1.761632e-04 1.266870e-04 
##         1427         6625         1817         2451          911 
## 2.911878e-05 3.125296e-06 2.630723e-05 6.158816e-04 2.531796e-05 
##         9951         5755         4811         4457         7027 
## 5.768414e-06 1.019573e-04 2.153658e-04 1.295996e-04 4.132745e-06 
##         5617         7442         4495         7980         8520 
## 1.088002e-06 1.053050e-04 4.826203e-05 1.171246e-04 6.841987e-05 
##         2517         3985         3265         9105         4748 
## 2.059453e-05 1.542136e-04 2.626789e-04 1.028675e-04 2.505590e-04 
##         1396         3943          926         7340         7071 
## 1.032203e-04 7.760226e-05 2.906328e-06 1.197632e-04 4.816771e-05 
##         5444         8586         3355         5011         3746 
## 2.087001e-04 7.782796e-05 1.727886e-06 1.132003e-05 6.215902e-04 
##         5880         4682         8244          661         9938 
## 9.552212e-05 1.008142e-04 8.450920e-05 1.522225e-04 6.995061e-05 
##         5043         3764         4739         2265          989 
## 2.307673e-06 7.707008e-08 2.503330e-04 6.007986e-05 5.181484e-06 
##         3084         2833         8172         6744          496 
## 1.327511e-04 9.087135e-07 5.273072e-05 1.556209e-04 2.718504e-04 
##         2921         5736         1157         1815         7652 
## 5.170515e-04 7.589744e-05 5.552476e-04 1.328698e-05 1.090752e-04 
##         1059         5575          940         1843         4367 
## 3.224972e-06 3.650622e-05 2.279145e-05 2.445320e-04 6.975090e-10 
##         1743         5089         1801         9095         1480 
## 5.864022e-07 8.056828e-04 1.976602e-04 1.340134e-06 1.443997e-05 
##         9579         8872         7393         3704         3320 
## 1.356061e-04 7.717663e-07 7.554726e-07 6.938410e-05 4.153960e-05 
##         7557         8000         9289         9266         5727 
## 1.725265e-05 8.517680e-04 3.665431e-05 7.644571e-05 8.460850e-06 
##         3502         1748         7733         8240           26 
## 8.349039e-06 6.562420e-08 1.455741e-08 7.440750e-05 4.469152e-05 
##         7699         5549         7007         5601         4963 
## 1.653601e-05 2.785999e-06 5.079454e-05 2.429783e-04 1.243423e-05 
##         8374         3707         9488         3840         4678 
## 3.475796e-05 1.424626e-05 9.717946e-05 1.053832e-04 1.527208e-07 
##           66         7498         6572         4298         9146 
## 8.108053e-05 4.865346e-04 4.454742e-05 4.840587e-04 6.926383e-06 
##         4389         1042         9197         9282         9567 
## 5.211786e-04 9.332210e-05 1.029155e-04 1.686565e-04 6.619459e-04 
##         6237         9522         5709         5684         1199 
## 3.295289e-05 1.686566e-07 2.736928e-05 7.152840e-06 4.658999e-06 
##         9778         3106          478         5563         4324 
## 3.264935e-06 2.349901e-04 3.182642e-04 6.507989e-06 7.148908e-04 
##         5333         6695         5901         4835         6463 
## 3.420221e-06 2.283590e-05 1.168683e-04 6.246289e-05 6.507595e-04 
##         2441         4959         1756         7556         7299 
## 3.273589e-04 3.488503e-05 1.066674e-04 1.292545e-03 1.562717e-04 
##         8118         9827         7764         9166         9658 
## 8.082956e-04 5.589304e-04 9.752946e-08 1.098230e-05 2.369869e-06 
##         9130         5285         8710          802         7359 
## 2.073419e-05 1.306180e-06 5.053147e-04 1.021216e-04 6.166129e-06 
##          745         6104         9304         4085          974 
## 1.362022e-04 6.574734e-04 2.788373e-05 1.581155e-06 7.191543e-05 
##         4106         6368         6690         6067         4357 
## 5.698304e-04 8.770527e-07 1.550963e-04 5.685115e-06 5.613515e-04 
##         8629         7842         9435         2221          651 
## 2.556206e-04 5.963845e-07 1.774317e-04 4.894720e-05 2.376457e-04 
##         1481         1140          987         8547         2084 
## 2.256732e-04 7.717675e-05 6.266681e-05 4.137692e-04 3.685612e-05 
##         3498         8783         2791         6150         1096 
## 2.350651e-04 3.498756e-04 2.681409e-06 3.647077e-07 1.935856e-04 
##         5022         3674           56         4083          697 
## 5.331341e-04 1.245752e-04 8.224620e-06 1.676653e-04 1.579026e-06 
##          464         7761         9500         2981          815 
## 1.454849e-04 7.855308e-05 7.584672e-04 9.142429e-04 1.410738e-04 
##         9165         8451         6240         7108         3771 
## 1.765071e-05 1.251037e-04 9.756933e-06 2.514254e-05 9.284918e-08 
##         9077         1421         7210         8789         7246 
## 7.059568e-05 2.017019e-06 8.977977e-05 2.692058e-04 9.944290e-05 
##         3129          106         9341         8973         7030 
## 2.471988e-05 1.199337e-04 6.164750e-04 5.648266e-05 2.307809e-05 
##         4838         7617         4619         6862         8368 
## 2.490972e-04 7.300501e-05 7.074003e-05 7.646694e-05 4.133175e-04 
##         2276         9983          161         6817         6055 
## 1.061835e-05 2.715404e-04 2.893714e-05 7.235824e-06 2.945028e-04 
##         9413         3626         3350         1165         7463 
## 9.098704e-08 7.666038e-05 4.640792e-05 7.963969e-05 1.279828e-04 
##         5552         2023         9601         9470          850 
## 5.799317e-05 1.280529e-05 1.451443e-04 6.665282e-05 6.308290e-04 
##         6747         7278         2509         7798         2717 
## 8.146821e-06 7.743049e-06 9.334306e-08 5.604540e-05 2.642711e-04 
##         6468          153         8208         7264          744 
## 3.240033e-04 7.838336e-05 6.457544e-05 1.282992e-05 1.339108e-05 
##         4510         7432         7506         8583         7147 
## 5.505645e-06 5.697292e-04 5.897609e-06 8.084838e-05 2.896073e-04 
##          508         6442         1597         5514         5480 
## 8.945049e-04 4.981133e-04 4.554056e-04 1.379931e-05 4.120433e-06 
##          327         5961          944         9018         5132 
## 3.877457e-05 1.442314e-04 4.190440e-04 9.238236e-05 1.058790e-04 
##          388         4167          559         4909         8371 
## 1.305214e-04 3.832316e-04 3.534237e-06 1.625526e-04 7.176761e-05 
##         1394         9856         3802         6272         4126 
## 5.335829e-04 1.436551e-04 5.208750e-04 1.783205e-04 1.129879e-04 
##         1830         1392         9639         8160         7178 
## 1.178297e-05 2.482128e-05 1.797285e-04 3.220352e-07 3.717783e-05 
##         8018         7315         7641         4229         8687 
## 1.288681e-06 2.112681e-05 2.382611e-04 9.022131e-08 4.028428e-05 
##           99         8818         1012         9431         2899 
## 6.268294e-05 2.961692e-05 1.627430e-05 2.809331e-05 2.095823e-05 
##         5995         1416         4041         7258         6530 
## 6.478797e-05 7.964973e-05 2.931356e-05 6.630366e-05 3.481944e-05 
##         7250         5708         1242         7574         7222 
## 2.674253e-04 2.907743e-04 5.850104e-04 3.408453e-04 5.178924e-05 
##         3636         7656          747         6616          434 
## 2.465375e-04 9.097082e-05 2.328393e-04 6.570658e-05 2.190704e-06 
##         3623         9402         4782          323         6184 
## 9.378194e-07 1.204998e-04 2.197954e-04 2.764096e-04 5.656278e-05 
##         9102         7321         9053         4333         5481 
## 1.620007e-04 1.889048e-04 1.063764e-04 7.495847e-08 1.026523e-04 
##         6638         7160         8038          485         8133 
## 3.342392e-04 2.687799e-04 1.607654e-06 6.574462e-06 1.807801e-04 
##         6365           93         2919         2121         2609 
## 1.731251e-07 5.208741e-05 9.350401e-06 1.324627e-04 4.430090e-05 
##         1249         7706         6981         7361         4485 
## 4.669349e-04 9.440605e-05 1.059865e-07 6.055014e-05 6.699986e-04 
##         4499         9945         9575         6691          157 
## 1.113850e-04 6.700941e-07 1.252375e-05 1.904311e-04 7.005842e-04 
##         7657         2309         6324         2709         2268 
## 1.126785e-03 7.866275e-04 1.898631e-04 1.228602e-04 2.017365e-06 
##         8408         4939         8557         4053         5130 
## 2.738117e-05 1.304184e-05 1.808379e-04 1.320798e-05 4.558012e-06 
##         2800         9555         6521         5240         8612 
## 2.654405e-04 1.631334e-04 8.206244e-06 1.749583e-04 1.420198e-03 
##         3996         3875         8908         5472         4286 
## 2.346090e-05 2.404021e-05 4.628603e-06 2.660198e-04 3.039370e-05 
##         2149         5677         8002         3516         5959 
## 2.075449e-05 5.555260e-04 3.085960e-04 6.858588e-05 2.490570e-04 
##         5405          708         7009         7605         7022 
## 1.760825e-04 1.604709e-05 2.983638e-05 3.069418e-06 4.539870e-04 
##         2922         4976         3844         8655         5231 
## 4.255319e-04 4.265509e-05 3.646367e-04 8.624535e-04 1.902993e-04 
##         2649         4001         4977         8649         7166 
## 4.378754e-05 1.037116e-04 8.187229e-05 2.170131e-06 3.146820e-04 
##         7466         8874          313         4658         7991 
## 2.017039e-04 3.358126e-05 7.703751e-06 1.767736e-05 1.532638e-04 
##         8174           74         2565         9915         6977 
## 4.253419e-05 6.958944e-06 4.007601e-04 6.880004e-05 1.127439e-05 
##         2794         5948         1526         8959         4205 
## 6.026094e-05 4.574282e-06 2.313243e-04 1.135218e-05 3.022168e-06 
##         1146         5329         6753         6919         4201 
## 1.335452e-04 1.620257e-04 2.391613e-04 9.875697e-06 7.605450e-06 
##         1675         3183         1923         6226         3539 
## 2.298428e-05 8.815958e-05 3.823429e-04 2.900096e-04 4.692979e-08 
##         3691         3588         7101         4937         4775 
## 1.010353e-04 5.291405e-05 1.515657e-04 7.786171e-05 7.525338e-06 
##         5273         7054         5087         8609         9224 
## 3.538478e-04 1.246429e-05 6.456140e-04 8.331319e-04 2.611286e-04 
##         9335         2090         3334         8551         2312 
## 2.544806e-04 4.948805e-05 4.324587e-04 6.258377e-04 3.876508e-07 
##         5208         1124         3296         1409          579 
## 8.295506e-06 2.861997e-06 5.261220e-04 2.207214e-04 1.613431e-05 
##         3969         9352         6924         4509         8126 
## 4.353027e-06 2.317847e-05 1.806577e-05 1.173899e-04 5.357326e-06 
##         6326         2909         6844         6406         5181 
## 1.312658e-05 4.772653e-06 7.262715e-04 1.250555e-04 1.345851e-04 
##         4551         7454         4867         6931         3717 
## 8.750708e-05 1.183595e-04 1.036456e-04 2.540638e-04 2.537470e-04 
##         3820         6870         7805         8470         2111 
## 1.709762e-04 7.956194e-06 3.185340e-05 3.175909e-04 5.027036e-05 
##         8584         9559         6714         9078         7415 
## 4.116087e-05 1.346653e-04 5.079295e-04 3.959147e-06 2.975213e-05 
##         3170         3243         1995         8715         6382 
## 1.722665e-04 9.203695e-06 8.217028e-05 3.004851e-04 1.542372e-05 
##         8931         2879          860         7470         5053 
## 8.625756e-04 3.130782e-04 1.131657e-04 3.601188e-04 1.988598e-04 
##         6457         9972         7159         5584         4944 
## 2.673685e-04 4.042829e-06 4.218397e-06 9.518024e-05 1.141574e-08 
##         2848         5673         7758         7614         2202 
## 1.852276e-05 1.162087e-04 2.210721e-04 2.186209e-05 1.906589e-04 
##         3103         3571         6492         4520         5351 
## 1.959598e-05 9.363695e-05 3.844971e-04 5.122094e-04 8.451619e-08 
##          567         3552         2917         3486         3659 
## 4.837445e-04 3.997423e-05 2.686646e-04 6.294518e-05 2.085480e-05 
##         8316         3002         9801         4611          140 
## 1.083167e-05 2.457797e-04 6.073327e-05 5.958280e-04 2.409291e-04 
##         6849          770         2903         2321         5162 
## 2.058632e-04 1.296808e-04 4.557575e-04 8.631909e-04 1.696328e-04 
##          104         4204         8988         1740         7139 
## 2.674548e-04 8.821259e-06 8.334966e-04 3.313913e-05 5.889302e-06 
##         9798         4756         6995         1592         1803 
## 3.167259e-05 2.286878e-05 4.754296e-04 1.533993e-05 1.873546e-04 
##         5052          470         4336          452         4174 
## 9.333179e-05 1.262748e-04 2.151804e-05 2.533728e-06 9.870162e-05 
##         3830         5375         9004         2672         5200 
## 3.094286e-04 1.045022e-04 1.118579e-04 2.611053e-04 1.312011e-05 
##         8378         5085         1957         2595         9920 
## 7.481967e-11 4.804974e-04 3.384322e-05 1.594875e-05 3.513923e-04 
##         1399         3326         3283          366         8442 
## 1.669052e-06 3.255777e-04 2.648800e-05 1.161783e-04 1.593133e-06 
##          465         9709         4833         8700          476 
## 6.481862e-04 5.486915e-05 1.731628e-04 3.027985e-05 5.818423e-05 
##         3070         8568         6343         1173          330 
## 5.157544e-05 1.742513e-04 6.939389e-05 1.708518e-04 1.378018e-04 
##         7712         5498         3719          657          756 
## 9.181010e-05 7.564578e-05 1.153181e-04 2.253763e-04 9.906909e-05 
##         8657         2450         1374         2288           49 
## 6.352680e-05 3.789931e-05 1.045680e-04 5.159933e-06 5.666537e-04 
##         7772         7095          238         1206         3633 
## 5.615094e-04 2.046184e-05 2.451575e-04 9.774242e-05 1.478685e-06 
##         4344          843         5919         7730         3689 
## 6.033651e-04 2.558138e-04 5.933122e-04 2.474081e-07 7.919761e-06 
##         9544         3589         4502         2243         7002 
## 2.789947e-04 1.987525e-07 9.844758e-06 8.598563e-05 3.222757e-06 
##         9455         2013         2733         4292         2990 
## 3.888012e-04 2.083699e-04 1.625249e-04 2.889143e-06 1.970280e-05 
##          290         2877         6185         1147         5420 
## 1.804796e-04 4.100404e-04 1.069972e-04 6.094836e-05 1.207025e-04 
##         6029         4589         3242         2038         6534 
## 2.224186e-04 3.116339e-04 1.881943e-05 7.269013e-05 5.588639e-05 
##         7782         2782         4489         4462          859 
## 3.193161e-05 1.205685e-04 7.748754e-04 2.546200e-08 8.606829e-05 
##          943         6626         1662          280         8033 
## 1.005805e-04 4.637036e-05 6.663024e-05 4.366660e-05 1.281808e-06 
##           45         1016         1737         6639         8012 
## 2.030585e-04 7.180872e-06 1.449529e-04 1.626958e-05 1.671934e-04 
##         9100         6732         5512         2975         1979 
## 2.236900e-05 1.693048e-04 6.368945e-05 1.975357e-04 1.674167e-04 
##         3365         1689         5599         6548         6304 
## 5.555950e-05 1.591630e-04 8.016791e-06 7.979574e-05 1.961004e-04 
##         8602         6954          888          771         7996 
## 2.950758e-05 5.433764e-05 2.568796e-04 1.723961e-04 9.082642e-04 
##         8603         6209         1549         5516         1607 
## 3.406968e-04 4.604820e-05 2.728201e-05 1.750899e-04 3.545332e-04 
##         1174         9422         9986         4212         9029 
## 3.507800e-04 1.057214e-04 1.480783e-04 1.908091e-05 1.421144e-04 
##         4068         6564         1376         8597         4917 
## 1.077062e-04 3.477972e-05 2.978338e-04 7.672044e-07 1.917529e-06 
##         8639         3678         9694          803         3453 
## 1.170405e-04 4.658709e-04 2.681923e-07 3.123506e-05 4.263586e-04 
##         8552          245         3836          929          553 
## 2.114289e-04 5.907894e-04 1.369778e-04 4.691686e-04 4.801773e-04 
##         2416          727         1312         4973          688 
## 1.179861e-04 1.397119e-04 2.547106e-05 5.153515e-05 1.611422e-04 
##          411         3880         6502          780         1598 
## 2.064580e-04 3.228033e-10 1.649987e-04 4.070823e-07 1.207673e-04 
##         4404         3408         1764         2850         1519 
## 1.604244e-04 1.716124e-05 2.668249e-04 5.556549e-05 1.468467e-04 
##          656         2162         7684          439         7523 
## 8.208338e-04 1.182140e-04 4.085059e-05 1.160854e-04 2.054399e-05 
##         5612         6241         3162         1095         4358 
## 3.663889e-04 1.197737e-06 6.895962e-08 1.627331e-04 1.071144e-03 
##         7570         4861         7786          759         7404 
## 2.014165e-04 4.699180e-04 4.592972e-05 1.186978e-06 1.001266e-04 
##         9395         5473         5171         6045         6929 
## 9.407508e-04 1.001846e-04 7.029768e-05 1.241319e-03 9.279363e-04 
##         4871         7352          372         8502         6066 
## 1.472079e-05 8.868592e-05 9.596632e-06 4.184315e-04 1.101414e-04 
##         5369          849         6035         3258         2982 
## 1.094036e-03 2.863127e-04 2.406144e-04 4.445081e-05 2.707125e-04 
##         4128         3823         5151         9164         1856 
## 6.820674e-05 5.362352e-05 4.135089e-04 3.181651e-05 1.062548e-05 
##         3076         3333         1871         9722         1431 
## 7.627171e-05 3.146906e-05 2.205206e-04 2.177227e-07 6.117771e-04 
##         3327         7314          505         8767         9454 
## 2.246773e-07 1.539249e-04 1.700742e-05 1.398331e-08 2.586957e-04 
##         7607         1365         1024         1131         8439 
## 7.678375e-05 9.873395e-08 4.452381e-04 2.568453e-04 1.647740e-04 
##         5559         4646         3508         5234          173 
## 1.250148e-04 4.858453e-04 2.454808e-04 9.381911e-07 1.010578e-04 
##          223         8129         7720         8257         8322 
## 1.233042e-04 2.745567e-05 1.022589e-04 1.730195e-04 4.709632e-05 
##         5934         6969         4943         7820         7303 
## 1.561331e-04 3.424906e-05 3.924049e-04 7.975107e-05 5.125616e-04 
##         8901         1574         4961         5823         7700 
## 8.440869e-05 3.831820e-05 5.944223e-07 2.022202e-05 3.240825e-05 
##         2859          629         8775         7544         6072 
## 2.481705e-04 1.168783e-04 2.530838e-04 6.132780e-05 7.313203e-04 
##         9530         9777         1237           60         7005 
## 1.509102e-04 4.472323e-05 1.034717e-06 4.619905e-04 4.904020e-04 
##         9499         5650         4059          527         8274 
## 1.935863e-04 5.458270e-04 2.895234e-04 1.609321e-04 5.769131e-04 
##           88         4990         1944         6056         5450 
## 1.149317e-04 1.721823e-05 5.615417e-05 9.255638e-05 3.057861e-04 
##         3937         1573         3917         3769         5774 
## 7.284458e-06 5.708537e-08 5.617714e-05 4.317277e-07 9.400929e-05 
##         5084         7331         2256         8847         4491 
## 9.155484e-05 2.580502e-04 3.203289e-04 2.821615e-04 1.576893e-05 
##         2847         7312         6988         1284         5402 
## 9.313555e-05 9.921740e-04 3.576588e-06 1.519130e-05 1.477299e-04 
##         1772         8031         2603         9685         3094 
## 4.166574e-04 3.891795e-05 5.321907e-04 1.036220e-04 1.035261e-06 
##         7881          384         1125         7251         6302 
## 1.217662e-06 4.694477e-05 1.420206e-06 4.870539e-04 1.262640e-04 
##         7868         3537         1940         2673         8642 
## 8.525167e-05 1.460729e-05 6.874912e-05 5.088264e-04 4.543616e-10 
##         4406         9880         1482         3093         6755 
## 1.079511e-03 6.419378e-05 5.420044e-07 2.806591e-06 4.467409e-04 
##         1682          311         2532          409         2418 
## 1.988529e-05 3.640447e-05 2.055241e-05 7.148196e-04 1.964109e-04 
##         7585         9036          666         3428         9479 
## 1.874823e-04 6.132461e-07 8.537897e-05 1.816539e-04 5.618643e-05 
##         1747         2146         1163          168         5207 
## 3.304367e-04 4.578393e-05 3.262208e-05 1.010386e-04 2.136446e-09 
##         4144          362         7327         5835         3614 
## 1.183404e-04 2.095648e-06 5.326234e-04 9.265357e-05 2.905302e-06 
##         2224         9252         4263          635         7719 
## 8.193021e-05 2.064582e-04 3.009245e-04 5.378778e-05 6.969440e-04 
##         9503         9858         4723          577         2625 
## 3.736452e-05 2.326301e-08 1.584239e-04 1.912126e-04 2.439420e-04 
##         5879         3055         9365         9802         2085 
## 9.494652e-04 1.452927e-05 1.882820e-04 5.844109e-04 8.927562e-04 
##         7201         1299          604         9284         1823 
## 1.283477e-04 1.462835e-05 7.765323e-08 4.442245e-05 2.290988e-06 
##         8145         2891         7743         5013         1745 
## 1.797369e-04 7.972774e-06 5.973228e-05 1.375616e-05 4.324940e-04 
##         5954         9550          608         1084         8348 
## 5.556760e-04 1.675414e-04 1.157446e-04 1.055303e-04 1.362822e-04 
##          548         8751         8162         8549         4665 
## 2.019511e-04 4.953382e-04 1.974435e-05 9.450717e-06 4.685663e-04 
##         2024         1419         8827         2156         5100 
## 2.260854e-04 6.578963e-06 4.579520e-04 2.029069e-05 1.000427e-04 
##         6249          466         8681         3105         7943 
## 4.420088e-04 1.194383e-04 4.862880e-06 1.217288e-04 1.525071e-06 
##          109         1648         8737         7853         4137 
## 2.611635e-05 8.094516e-04 1.305331e-05 1.344031e-04 6.687461e-04 
##         8231         8405         2507         3344         9001 
## 9.657366e-06 6.761345e-05 9.600029e-06 1.095485e-04 3.870431e-05 
##         6594         5947         7550         5254          592 
## 5.852919e-04 2.767592e-04 2.304311e-04 1.899694e-04 3.548114e-05 
##         5853         6947         8138         2665         1132 
## 3.902289e-04 4.572975e-04 4.057672e-07 2.539716e-04 6.023629e-06 
##         1603         8461          108         5025         9244 
## 5.709128e-04 1.244084e-04 2.990806e-05 8.805287e-04 2.342742e-04 
##         7755         5492           58         1106         9540 
## 1.780060e-06 6.685983e-05 2.300691e-09 2.302873e-05 3.006403e-04 
##          420         7622         2730         3487         8821 
## 1.494187e-04 3.250744e-04 1.213753e-04 7.287009e-04 8.647438e-05 
##         7827          373          603         6789         2317 
## 1.351375e-04 3.171829e-04 1.008009e-04 6.024928e-04 2.401319e-05 
##         9751         2711         7244          443         4065 
## 2.411150e-05 7.057491e-07 9.488905e-05 1.414102e-04 4.699417e-04 
##         7443         8830         9109          947          288 
## 8.291715e-06 3.113315e-08 1.001973e-04 5.195240e-04 1.778950e-05 
##         1271         3398         9484         1397         5042 
## 8.507912e-05 5.815088e-04 4.165166e-04 3.356406e-04 7.718040e-05 
##         6620         3284         6076         5705         6784 
## 6.823983e-05 5.532266e-07 3.958265e-05 4.432635e-05 3.687670e-05 
##         8555         7024         6436         6543          117 
## 2.567407e-04 1.332272e-05 2.684884e-04 4.133398e-05 6.225180e-06 
##         8294         2856         4097         3287         5384 
## 2.331763e-05 1.008531e-06 3.676326e-04 1.750468e-05 2.640699e-04 
##         2621         3251         4653         6277         5296 
## 5.292790e-04 7.072851e-04 1.058961e-07 9.795874e-05 1.272642e-05 
##         4196         9014          243         8394           12 
## 1.476985e-04 6.252153e-05 9.684041e-04 5.177812e-05 2.046902e-08 
##         5226          463          701         1855         2483 
## 5.299514e-06 6.438107e-04 2.443082e-05 3.255498e-04 3.247227e-04 
##         9859          985         7738         7459         8717 
## 3.533424e-04 8.866962e-05 5.748665e-05 7.313291e-05 1.760964e-04 
##         4664          389         5589         3210           83 
## 1.819633e-04 1.302523e-03 3.175221e-04 2.339716e-07 3.327526e-05 
##         4395         7485         9989         3019         5600 
## 2.495706e-04 1.782215e-05 2.187280e-06 9.118458e-05 6.179181e-04 
##         5636         6026         8870         3919         3721 
## 1.271538e-04 3.366514e-05 1.479862e-06 9.075472e-05 2.087957e-04 
##           27         3115         7158         1739         8092 
## 1.085107e-04 1.407922e-04 1.689624e-04 1.710806e-05 2.761324e-04 
##         5400         9074         7154         2298          102 
## 3.400150e-04 8.313507e-06 3.410810e-08 2.365929e-04 7.457655e-05 
##         6313         4290         3726          348          919 
## 2.159589e-05 1.209258e-04 4.200248e-04 9.158777e-05 1.205126e-04 
##         2682         4376         1334         8298          278 
## 6.114818e-04 1.160227e-06 4.343059e-04 5.977771e-04 2.494965e-04 
##         5270         5445         6552         2878         1783 
## 4.661705e-04 6.823239e-05 1.721916e-06 8.737939e-05 1.109153e-04 
##         3443         5845         8983          896         5224 
## 3.606125e-05 7.722972e-05 2.576419e-05 4.256632e-09 2.328111e-05 
##         5776         2865         7184         2718         8761 
## 7.600626e-05 1.077749e-04 5.932756e-05 4.752508e-06 3.720316e-04 
##         4847         3612         6674         1491         7953 
## 1.790801e-04 2.823216e-05 9.063027e-05 1.347650e-03 3.045549e-06 
##         9573         1521         5415         9437         6025 
## 6.599925e-05 2.226419e-04 2.827673e-04 7.534504e-05 1.144501e-04 
##         7106         1961         5500         7369          399 
## 3.195898e-05 2.959860e-04 1.873755e-04 1.768515e-04 1.656618e-04 
##         3921         3041         8987          267         8464 
## 4.320017e-04 1.078587e-05 4.093025e-05 1.511494e-05 5.707649e-08 
##         6660         1289         8446         3257         1461 
## 7.986233e-05 9.362524e-05 2.619264e-04 6.763075e-04 3.921399e-04 
##         9012         7790         4252         5937         1335 
## 3.950553e-04 2.093226e-04 4.096194e-04 1.945167e-04 1.255477e-04 
##         2944          498         9369         3876         5144 
## 7.227317e-04 3.223919e-05 1.866946e-04 2.808141e-04 6.445998e-05 
##         6325         5831         1455         9965         8036 
## 6.469258e-04 3.189573e-04 6.160993e-04 5.737084e-05 9.581693e-06 
##         6169         5341         3361         8364         2780 
## 1.788826e-05 1.241054e-06 2.396973e-07 5.719079e-05 1.748530e-04 
##         3972         5624           72         3872         2622 
## 1.067333e-05 2.507086e-05 3.929219e-05 7.410034e-05 5.834673e-05 
##         1954         5167         8480         4327         5380 
## 3.265164e-04 5.396688e-05 5.493358e-06 9.286048e-05 1.309340e-04 
##         4248         7968         5475         9623         3169 
## 2.575651e-05 7.105911e-06 3.686472e-05 8.735616e-05 3.982990e-05 
##         1385         1849         9429         9424         6111 
## 1.829259e-05 2.415615e-04 2.602714e-05 3.975441e-04 1.689365e-04 
##         1282         5135         6123         3377         7349 
## 1.234274e-04 4.378230e-05 2.677797e-04 1.171937e-03 8.757013e-05 
##         9038         6254         3073          699         2341 
## 3.377798e-04 1.440606e-05 1.679120e-04 7.244077e-05 3.448420e-04 
##         3920         8867         4456         5800         4927 
## 2.296039e-06 8.345510e-04 2.975250e-05 6.415270e-06 6.006034e-04 
##         6488         5447         7284         8506         4705 
## 2.152842e-05 9.480461e-04 1.388328e-04 3.443252e-05 3.488085e-06 
##         5669         9144         8234         6128         2769 
## 2.519065e-05 3.936568e-05 1.023992e-05 1.441663e-04 5.074240e-06 
##         1454         3785         4013         4579         2984 
## 2.739039e-06 2.872465e-05 1.789519e-04 1.396581e-04 1.642667e-05 
##         3728         9657         8250         6274         4986 
## 6.651030e-05 5.853376e-04 5.079174e-04 5.302745e-04 3.770571e-04 
##         4136         1019         8173         1264         8094 
## 9.986629e-08 6.270138e-05 4.123555e-04 6.964501e-05 7.451390e-05 
##          693         1795         9711         8494          982 
## 9.285007e-05 5.997064e-05 6.301669e-05 7.258354e-05 5.083636e-05 
##         3585         2790         9690         1180         8926 
## 2.023288e-04 1.384142e-04 5.654967e-08 3.813088e-04 5.672736e-04 
##          772         1988         8627         9035         6848 
## 4.740163e-07 2.983313e-04 3.349545e-08 9.141448e-06 4.006463e-04 
##         8121         6815         5659         7696         8852 
## 1.133089e-06 1.290786e-04 1.253908e-04 5.316011e-07 7.410990e-05 
##         7245         6230         3654         6411         7682 
## 2.659760e-06 4.806891e-05 1.827880e-05 4.368351e-04 7.649950e-05 
##          257         2721         6863         8582         2062 
## 8.977328e-06 2.202635e-05 7.295286e-06 3.894658e-05 3.147032e-06 
##         5732         5660         1999         3989         1043 
## 3.534622e-04 1.748890e-06 3.394579e-04 1.515158e-05 1.052230e-04 
##         2653         8040         1762           30         3491 
## 2.502115e-05 1.601094e-06 1.239790e-05 9.180197e-04 1.726846e-05 
##         4316         6117         7724          614         7603 
## 8.504951e-06 1.258282e-05 1.277380e-04 3.269744e-04 1.637958e-04 
##         3416         9980         9211         2103         4293 
## 7.057383e-05 1.351126e-03 1.010687e-05 4.748116e-05 8.677698e-05 
##         2019         3791         4645         8878         8397 
## 9.184388e-05 1.194071e-05 1.432115e-04 1.953481e-04 4.724388e-05 
##         7177         4626          684          383         5862 
## 2.610290e-05 3.466637e-05 1.298263e-04 1.568472e-05 1.090263e-06 
##         4570         2522         5412         3767         8703 
## 3.727953e-05 9.743895e-04 3.976720e-05 3.907173e-05 4.050117e-05 
##         7455         7685         9781         8800         6854 
## 3.738687e-05 5.092148e-06 5.109678e-06 7.577944e-05 3.037015e-04 
##         7419         6088         8176          748         3310 
## 2.452911e-04 1.558210e-06 2.541239e-04 2.057026e-05 1.523897e-04 
##         8441         2979         2180          260         3048 
## 6.620145e-06 2.116770e-04 7.625135e-06 2.477384e-04 3.364953e-05 
##         6579         8810         7863         3698         4237 
## 4.355238e-05 1.563208e-04 1.593699e-04 1.167567e-04 1.171569e-06 
##         5323         8150         9786         8083         3629 
## 3.700206e-04 5.004693e-04 1.006297e-04 6.281928e-06 1.547084e-04 
##         6645         6144         2075         7668         2339 
## 1.640803e-04 2.579578e-05 1.509522e-04 4.432777e-08 4.008367e-05 
##         9665         2322         6322         8293         1423 
## 5.598686e-07 4.422643e-06 4.451629e-04 1.163239e-04 3.908835e-06 
##         6859         5374         6593         5981         4554 
## 9.849830e-05 2.409085e-04 8.236370e-06 3.536811e-04 1.310468e-04 
##         3207         9238         6151         4685         3970 
## 2.696540e-04 3.815835e-04 7.088684e-06 4.773797e-05 2.076817e-04 
##         3132         1744         4074         4086         7866 
## 3.083176e-05 2.597912e-05 4.574349e-04 3.713704e-04 2.523571e-05 
##         1678         4535           80         6229          317 
## 1.291563e-04 7.403840e-05 1.913709e-04 6.365167e-05 4.513345e-05 
##         3870         3249         9229         9044         3465 
## 7.394192e-06 2.519883e-08 2.052257e-05 4.696052e-05 3.624073e-05 
##         8581         9814         4337         1536         7155 
## 3.427843e-05 4.028940e-06 2.030528e-05 1.437358e-05 8.462520e-05 
##          721         1908         9841         9853         8183 
## 2.053523e-05 1.101411e-03 3.782173e-04 2.843531e-05 9.539922e-04 
##         3757         9975         9536         8888         9459 
## 7.020782e-04 7.127059e-04 1.171010e-04 1.804444e-04 9.315044e-06 
##         4426         3122          347         8788         1347 
## 1.413029e-04 1.429866e-04 2.973444e-06 1.569177e-05 1.542356e-04 
##          852         8305          231         5325         1114 
## 1.207831e-04 2.891064e-04 1.070687e-05 1.732188e-05 7.264415e-05 
##         2911         8210         5346         4794         9175 
## 1.398862e-04 9.882446e-04 1.375685e-04 1.550018e-04 4.374583e-04 
##         9000         1701         8010         3124         2661 
## 2.762307e-05 1.023256e-04 1.506229e-04 2.610477e-04 4.809599e-06 
##         5028         2929         7041         6107         5928 
## 2.553524e-06 1.865191e-04 2.227826e-05 7.807533e-07 6.665598e-05 
##         9907         3323         3336         8099         5649 
## 1.292094e-05 1.131859e-04 4.994503e-05 4.106359e-05 3.081100e-04 
##         2538         6220         1993         8269         7771 
## 4.087289e-05 2.099495e-05 4.614087e-05 6.547582e-05 1.348868e-04 
##         4392         6682          451          847         5622 
## 1.784320e-05 7.990460e-05 4.343972e-05 7.248478e-05 7.184134e-05 
##         2198         9934          589          297         9497 
## 5.700379e-05 3.293759e-04 1.742904e-04 4.403025e-05 9.490984e-04 
##          289         3814         9194         8336         6137 
## 3.888871e-06 8.365251e-06 3.451440e-04 1.714210e-04 2.626147e-04 
##         1837         2004         3082         7472           37 
## 5.852120e-04 5.465288e-05 2.731808e-04 4.810856e-05 1.111524e-06 
##         8773         3535         2076         6396          138 
## 3.737955e-05 3.838920e-05 1.115157e-06 2.142574e-04 6.669183e-05 
##         9774         2205          590         2348         6764 
## 7.548311e-06 3.889371e-05 3.085471e-04 1.198174e-04 7.720980e-05 
##          960         2597         9674         3946         6412 
## 2.911190e-08 6.620918e-05 6.064543e-07 1.124975e-04 4.547928e-07 
##         6846         2654         8443         5543         7014 
## 4.618900e-04 5.226863e-05 2.515988e-04 2.737635e-04 6.931445e-05 
##         2137         8667         2250         1219         7126 
## 1.114535e-08 5.947954e-06 5.068257e-08 9.699211e-07 1.076284e-04 
##         2208         7379         4697         8623          473 
## 9.917900e-04 1.782645e-04 3.275162e-05 6.335741e-05 4.862344e-04 
##         1506          741         2641         4305         1262 
## 6.329145e-06 8.406159e-04 4.511182e-05 2.021426e-04 4.152687e-04 
##         9830         3979         5410         7362         4547 
## 2.821357e-04 1.085318e-06 2.500180e-05 2.990514e-04 6.768831e-04 
##          818          410         6608         5104         8896 
## 2.287574e-04 1.504410e-05 3.114793e-05 3.928267e-08 2.376572e-04 
##         5598         5980         4488         3197         2335 
## 5.797399e-05 5.583837e-05 6.227625e-06 2.954459e-04 3.871083e-04 
##          766         6110         6933         1145         6427 
## 1.127131e-04 1.997783e-06 1.357902e-05 1.819913e-05 8.608669e-05 
##         8379         4586         2413         1572         3454 
## 8.225211e-08 1.289735e-04 8.498828e-05 5.948839e-05 2.788177e-05 
##         3718         7247          221         5793         5250 
## 2.208446e-05 6.447558e-04 9.558062e-05 1.147127e-04 9.115692e-05 
##          994         5596         2774         2954          116 
## 8.076941e-05 7.132213e-07 5.785386e-05 7.038105e-05 7.025828e-06 
##         3878         3046         1181         8068         6366 
## 3.061956e-04 2.875378e-04 2.284567e-05 6.642581e-04 5.898379e-06 
##         7357         3279         1929         7929         8535 
## 1.577649e-06 3.165374e-05 1.492147e-04 3.571511e-05 4.614410e-05 
##         6592         3598          107         2516         7752 
## 6.374009e-08 1.618121e-05 6.363446e-05 7.088260e-05 1.773595e-05 
##         4676         1681         7059         6054         7256 
## 1.977318e-04 1.728842e-06 5.318238e-04 2.281792e-04 3.905589e-04 
##         6642           32         5590         1080         2710 
## 8.148809e-06 5.040253e-07 6.771246e-04 7.406743e-04 5.573165e-04 
##         8028          718         4629         6311         3729 
## 3.855708e-04 4.147045e-05 6.805700e-04 6.022649e-07 3.593466e-06 
##         4496         4657         9409         4876         7441 
## 1.918663e-07 3.393907e-07 1.813665e-04 5.080322e-04 4.718586e-04 
##         4471         3387         2644         6892         8680 
## 5.243748e-04 1.412391e-05 4.694167e-04 2.058693e-04 2.066800e-04 
##         9355         9931         3357         9660         8859 
## 2.573953e-05 9.468577e-05 1.226690e-04 5.289991e-04 8.958726e-08 
##          525          461         8051         7388         4920 
## 1.513358e-04 3.378881e-05 6.831112e-05 4.329301e-05 9.879869e-06 
##         1304         6768         3462          293         9924 
## 8.024172e-05 1.058136e-04 8.541615e-05 2.745867e-04 2.080155e-04 
##         9110         8722          648         1694         6607 
## 1.387116e-04 2.161249e-04 3.803299e-04 1.332315e-04 7.419536e-05 
##         9363         3111         2793         2916          698 
## 8.530836e-06 1.870860e-04 6.214525e-05 2.490439e-04 1.386176e-04 
##          621         3382         9899          137         2245 
## 7.062895e-04 4.629283e-04 2.466714e-04 8.880965e-05 1.886596e-07 
##         4386         2486         8009         5458         3546 
## 2.041851e-04 6.023220e-06 4.895636e-05 1.479377e-04 6.286375e-06 
##         4609         9648         7271         8705         2768 
## 7.553209e-06 1.628793e-05 1.512085e-04 1.298994e-05 2.045610e-04 
##         4673         4162         4952         2864         7372 
## 5.810397e-05 7.211506e-05 1.359007e-05 1.280713e-04 8.980089e-05 
##         3444         1005         7780         1158         9860 
## 4.552402e-04 2.169025e-04 8.411803e-05 6.788362e-05 8.046452e-05 
##         2749         2636         6100         6706         6873 
## 6.980862e-06 1.165998e-04 2.307098e-04 3.153989e-05 2.102216e-05 
##         4576         8312         6850         2375         2092 
## 5.876321e-04 2.311169e-06 8.451807e-04 3.387463e-05 4.097904e-05 
##         2797         2319         5796         1255         6596 
## 1.753857e-06 6.696258e-05 7.060071e-05 2.109534e-04 3.098741e-04 
##         9281         4472         6355         7855         8666 
## 2.947742e-05 1.242616e-04 2.956994e-04 1.757925e-07 3.727602e-05 
##         1797         8671         9565         1463         5020 
## 4.222555e-04 5.043824e-05 1.242989e-04 1.056695e-04 1.818453e-04 
##         8796         4082         5199         5256         7020 
## 1.893332e-04 5.023175e-04 1.203938e-05 1.632689e-04 6.971747e-06 
##         7010         4090         1930          249         1433 
## 1.139839e-06 2.590424e-04 7.329670e-05 9.232696e-05 9.743115e-05 
##         3934         3975         1113         6911         5464 
## 1.891879e-06 2.337431e-05 3.739310e-04 2.152427e-04 9.600324e-06 
##         3013         2025         3450         9620         3168 
## 2.154747e-05 3.355757e-04 1.610894e-05 2.382139e-05 1.369331e-04 
##         8935         1712         3225         9729         9904 
## 1.131551e-04 9.095697e-05 3.950768e-05 7.011491e-06 6.462562e-04 
##         5381         1281         9234         5502         3056 
## 2.008647e-04 9.152250e-06 3.383223e-06 8.487272e-05 3.407647e-05 
##         6775         2593         2419         1476         9290 
## 1.531017e-04 3.294209e-08 1.458241e-05 4.351434e-04 3.233184e-04 
##         2241         2122         1065         4818         7110 
## 6.456300e-05 3.559421e-04 6.312655e-04 1.232370e-09 1.934386e-04 
##         3298          571          433         6279         6000 
## 2.616092e-04 2.289745e-04 3.198275e-04 2.900410e-05 5.542374e-05 
##         1470         9272         3045         2706         1052 
## 2.016247e-04 7.344605e-05 5.118955e-07 4.097987e-05 4.343609e-05 
##         8077          321          784         8109         8819 
## 3.653695e-04 8.267952e-05 8.042630e-05 8.935319e-05 1.959027e-04 
##         3097         3753          978         8333         3708 
## 2.762538e-04 1.258532e-04 4.727973e-04 2.283301e-04 9.124353e-09 
##         4063         3218         3154         9371         8861 
## 2.076880e-05 2.664204e-04 6.653058e-06 1.623305e-04 1.650694e-05 
##         1860         6621         5213         7057         7843 
## 7.125862e-07 1.886706e-04 5.556534e-05 1.008300e-04 2.394288e-05 
##         9644         3649         3150         8227         7254 
## 2.072221e-04 1.031837e-04 3.707229e-04 1.962391e-04 2.759935e-06 
##            2         1732         6082         3827         4028 
## 3.292920e-04 2.059903e-04 5.631630e-08 2.830853e-04 8.581747e-04 
##          500           81         5396         4965         8386 
## 1.506367e-04 1.719658e-05 1.220585e-04 1.366135e-05 4.380510e-04 
##         2752         8740         9033         3483         9377 
## 2.413597e-05 8.763163e-04 1.796338e-04 1.820128e-04 1.106844e-03 
##         5561         4717         5496          481         7762 
## 1.097197e-04 4.934295e-04 4.501293e-05 8.281134e-05 2.208786e-05 
##         8013         2271         9083         5510         3384 
## 6.892941e-04 8.194971e-05 1.649865e-04 5.376051e-06 2.636510e-05 
##         6759         1847         7469          624         6071 
## 1.040514e-04 2.949166e-04 5.942495e-05 1.803924e-05 6.755494e-06 
##         7109         4197         8916         1214         8032 
## 3.480642e-04 3.159417e-07 1.114326e-05 2.717717e-06 8.900312e-05 
##         6378         4899         7709         9448         8402 
## 3.069252e-04 2.637886e-05 4.857795e-05 2.651537e-06 5.381797e-04 
##          605         6599         6094         5704         1720 
## 1.010148e-05 1.677038e-06 3.657417e-04 5.382524e-04 2.061905e-05 
##         9834         3353         8191         5145          421 
## 1.026714e-06 4.549249e-05 5.776558e-07 6.570952e-05 3.659517e-04 
##         3418         7896          692         6518         3112 
## 1.655402e-03 5.299888e-06 3.705374e-05 2.492033e-04 5.226178e-05 
##         6027         1557         4740         9090         5788 
## 7.899242e-05 1.366399e-04 6.729195e-04 9.534265e-06 8.644748e-04 
##         2995         3536         2656         9232         5091 
## 8.430118e-05 7.670075e-06 2.458171e-04 2.980084e-04 1.304704e-04 
##         7514         7829         7044         6416         2473 
## 3.028737e-05 6.825896e-05 3.327102e-05 8.103751e-04 7.299572e-04 
##         9793         8477         4364         7232          773 
## 5.062711e-04 7.591305e-05 2.466761e-05 9.934562e-05 2.447169e-04 
##         5417         5110         7477         9852         9760 
## 4.425465e-05 6.632507e-04 5.145156e-05 1.569054e-04 5.860143e-06 
##         6019         2541         9531         4633          971 
## 6.374157e-04 1.565999e-04 2.536548e-05 1.214881e-04 2.469702e-05 
##         8521         3882          991         4105         6441 
## 3.239107e-04 1.508660e-04 5.093024e-05 2.854687e-05 1.848925e-04 
##         4173         3933         9148         2581         5477 
## 2.537808e-04 1.370516e-04 3.222152e-06 4.206788e-05 1.280001e-05 
##          158         3888          827         6689         6865 
## 1.009487e-03 2.676613e-06 7.671723e-04 1.187904e-04 5.002288e-04 
##          524         2015         7195         5860         3269 
## 1.509279e-04 9.443236e-06 1.480398e-04 4.165355e-05 5.611723e-05 
##           89         9632         5819         7528         1780 
## 1.094756e-04 4.252839e-05 3.265979e-04 5.411815e-04 1.013958e-05 
##         8355         9313         2434         6590         7006 
## 3.147052e-04 1.290379e-04 5.078158e-06 3.729769e-04 7.341952e-04 
##         2508         2511         2466         3232          611 
## 2.549615e-07 1.800098e-04 1.272127e-04 5.240134e-05 1.444760e-04 
##         2123         8238         1194         8319         6139 
## 5.862538e-06 4.975598e-04 1.584133e-10 1.151025e-05 1.446245e-04 
##         8062         1541         8287          792         4051 
## 5.462472e-07 1.471819e-04 7.002532e-04 4.771840e-04 1.948714e-05 
##         3575         1017         5785          628         9198 
## 3.223434e-07 2.413905e-07 2.123188e-04 9.418335e-05 2.995174e-04 
##         1162          822         2938         5228         6270 
## 4.707517e-04 1.257638e-04 4.190786e-05 5.371610e-05 1.546419e-04 
##         3351         5623         6942          618         4262 
## 3.271679e-04 3.196607e-06 2.521895e-04 8.442386e-05 4.565774e-04 
##         1601         1314         1384         5005          777 
## 1.679725e-04 2.494255e-07 5.423304e-06 4.224562e-05 1.645596e-05 
##         2956         8572         2369         9875         1718 
## 1.740421e-06 2.664557e-04 1.219508e-05 1.564020e-05 2.153261e-04 
##         9552         4636          774         9303         4158 
## 2.794343e-07 1.291515e-04 4.045636e-04 5.289675e-05 6.691968e-05 
##         8411         3299         2748         2846         5553 
## 2.528161e-05 1.949789e-07 5.765919e-05 2.991938e-04 4.725352e-05 
##          935         1022         5852         2452         7702 
## 5.718082e-06 1.560338e-04 6.440016e-04 1.404459e-04 1.905982e-04 
##         3930         1348         5095         3556         4060 
## 4.374553e-05 3.484399e-04 1.326462e-04 4.840412e-04 9.556691e-05 
##         5117         1426         9433         3855         7079 
## 6.995926e-05 6.179693e-04 5.255363e-05 1.414618e-05 2.477219e-04 
##         7414         9758         8994         9249         3831 
## 2.171353e-06 1.644079e-04 6.164830e-05 4.637248e-07 3.792011e-04 
##         4014         3652         9643         9739         6146 
## 1.235357e-06 1.120266e-04 7.051196e-06 6.659781e-05 4.597851e-05 
##         4804         1981         3039          218         4064 
## 8.474875e-06 1.141383e-07 1.029244e-06 2.590121e-09 1.975032e-05 
##         4314         4182         1493         9631         8192 
## 2.338032e-06 1.201059e-04 2.745925e-04 6.095903e-06 4.046610e-07 
##         4956         8320          563         8331         9203 
## 5.626464e-05 7.980762e-07 4.353924e-05 5.741727e-05 1.329836e-06 
##         7751         6567         2852         2658         2611 
## 1.384234e-05 5.994135e-04 1.484664e-04 2.473195e-04 9.536844e-06 
##         4464         3051         6315          643         4612 
## 1.324201e-04 6.459281e-05 1.130314e-03 1.380635e-04 1.957715e-05 
##         8999         6852          495         5368         4967 
## 4.603095e-06 5.301625e-06 2.166125e-04 2.041384e-04 1.293069e-04 
##         3904          444         5690         5372         2432 
## 7.380228e-05 3.072552e-05 7.997257e-04 1.755765e-05 3.257659e-04 
##         8343         4066         1960         1176         3186 
## 4.287975e-07 2.851801e-05 9.457292e-05 8.178881e-05 3.826689e-06 
##         7823         1858         4254         2071         2296 
## 5.765853e-05 1.487922e-05 4.118282e-04 1.036093e-05 9.129326e-05 
##         3911         9800         6086         4449         5904 
## 1.400741e-04 2.946599e-07 8.423198e-04 5.943230e-04 1.035841e-04 
##         5780         7205         6663         5902          268 
## 3.059201e-04 2.407575e-07 8.549634e-06 8.620523e-06 6.305176e-04 
##         8911         2862         9719         2392         5184 
## 2.001587e-04 1.277625e-05 2.659323e-04 2.252034e-04 7.797578e-06 
##          398          726         4040         8069         9172 
## 6.122270e-05 3.020281e-05 2.791307e-04 6.896702e-05 1.248726e-04 
##         3219         4261         9548         7905         1659 
## 4.611330e-05 1.030114e-04 1.970221e-04 3.443507e-05 2.537789e-05 
##         2707         9893         6504          686         7223 
## 1.017225e-04 1.379451e-08 1.675184e-03 1.379603e-04 3.556497e-04 
##         7307          793         1566         8718         4815 
## 1.261283e-04 1.353896e-04 1.306899e-04 1.757322e-04 4.271545e-05 
##         4427         9193         5759         3459         9103 
## 7.996532e-07 7.405339e-05 2.095101e-05 5.195395e-05 1.369313e-04 
##         5076         3403         8721         8522         2213 
## 7.794622e-05 5.958138e-05 1.888945e-04 6.246324e-06 6.244091e-05 
##         3507         9580         1848         8020         4780 
## 3.041236e-04 1.580007e-05 1.538553e-04 9.764659e-05 2.035768e-04 
##         6571         7655          122         9584         2462 
## 1.523319e-04 3.623029e-04 1.844437e-04 4.682382e-06 4.622221e-06 
##         8812         8619         6303         8543         3143 
## 2.586683e-04 4.406175e-05 5.576882e-05 6.270769e-05 1.033176e-05 
##         7084         5574         2726         7274         5533 
## 1.810134e-04 7.665150e-06 2.281168e-04 1.822931e-05 8.928202e-05 
##         1251         1407          998         5198         8883 
## 3.672841e-05 2.923799e-04 2.476065e-06 6.915579e-06 7.355082e-04 
##         6456          600         6126         9517         5331 
## 5.636010e-04 2.569557e-04 1.500848e-05 2.991310e-05 1.089784e-04 
##         6921         6218         7458         6986         6202 
## 4.624542e-05 3.866276e-04 1.956901e-04 1.965451e-06 2.732623e-05 
##         7568         6074         8155         7500         3628 
## 1.305556e-05 2.518562e-04 4.332739e-05 9.768445e-05 6.259700e-04 
##         3948            1         6062         3890          519 
## 4.605823e-04 1.795608e-05 8.858147e-05 2.137747e-06 7.821670e-04 
##         2065         2548         8004         4385         1859 
## 1.280897e-04 1.718691e-04 4.977969e-04 1.180910e-05 1.250141e-04 
##         5872           94         4515          743         2237 
## 2.222201e-06 4.855733e-04 1.421398e-04 5.770752e-06 3.283643e-05 
##         2383         3052         9750         1428         2884 
## 4.914647e-04 3.460391e-04 3.231352e-04 2.286510e-07 7.366938e-05 
##         8254         2186         5616         2344         6740 
## 2.550204e-04 1.149258e-04 5.292085e-05 2.168524e-04 8.564980e-05 
##         7345          546         7270         3863         3268 
## 2.913403e-04 2.225939e-04 1.503781e-04 1.091884e-04 1.598739e-04 
##         5682         9876         7679         5080         1112 
## 2.271970e-04 3.344675e-05 3.369566e-04 1.569514e-04 8.536372e-05 
##         7392         3945         3715          769         8271 
## 2.464092e-04 1.683415e-04 2.558844e-05 1.470289e-05 2.019362e-05 
##         4862         5723         4203         8628         9210 
## 2.832747e-06 4.225897e-04 6.065179e-05 1.951422e-04 8.212655e-05 
##         1700         5461         8329         5495         3475 
## 2.785743e-04 1.320245e-05 2.430365e-05 1.073023e-03 1.322270e-06 
##         9473         8225         4187         4878         4506 
## 3.164839e-04 4.095497e-09 7.388014e-05 5.966107e-06 3.725664e-05 
##         5694         5320         8845         1571         1553 
## 2.686669e-05 2.250943e-04 2.490135e-05 2.425099e-04 7.655970e-04 
##         5153         2482         1212         4370         3559 
## 3.776626e-04 1.048496e-05 1.070409e-04 1.814182e-04 4.005314e-05 
##         1730         3922         7602         3435         5205 
## 2.866568e-05 4.446147e-05 4.175691e-05 4.203548e-08 4.209206e-06 
##          558         8644         9205         3100         9412 
## 4.273617e-07 1.811494e-05 3.522960e-04 2.645990e-07 1.320795e-04 
##         8300          945         3429         7555         2920 
## 2.053004e-04 5.182937e-05 4.701964e-06 5.276556e-04 6.543009e-06 
##         2965         6298         8843         1467          924 
## 4.847088e-05 2.343311e-04 1.734077e-05 4.318343e-04 3.894045e-05 
##         2097         3263         4828         8811         8876 
## 4.614316e-06 3.571840e-05 1.995105e-05 2.995350e-05 7.710000e-07 
##         8993         1938         6361         2832          220 
## 5.409090e-05 2.010914e-04 1.909820e-04 6.353030e-05 4.398082e-05 
##         7053         3591         1577         6425          969 
## 1.256209e-04 1.774891e-05 3.196681e-05 2.845134e-04 7.646575e-05 
##         4696         8745         6494         3896         5988 
## 1.566576e-04 1.184825e-04 1.013668e-04 6.877935e-05 9.333307e-05 
##         1818         3423         3337         5607         2087 
## 2.960175e-04 9.224136e-09 3.758091e-06 7.820473e-04 2.093986e-05 
##         4802         8970         8035         5138         2973 
## 1.385877e-06 2.283539e-04 3.036072e-04 6.180363e-04 3.180193e-04 
##         4260         7618         9514         2659         9201 
## 2.126339e-06 4.072647e-06 6.916008e-07 1.100971e-04 1.264617e-08 
##          786         8438         6143          696         8895 
## 8.906175e-05 1.091053e-04 2.472029e-04 3.456802e-05 1.310484e-04 
##          889         8567         4271         7918         1133 
## 3.687616e-06 2.036679e-04 4.765397e-04 4.453454e-05 7.112668e-05 
##         3172         8503         1624         5427         4514 
## 6.778923e-06 5.626924e-05 1.345850e-04 5.816320e-05 3.904173e-07 
##         7424         8965         3138         2967         3557 
## 1.892210e-04 3.236617e-05 1.055434e-06 2.825791e-06 1.601151e-04 
##         6739         7512         4823         5195         8981 
## 2.039482e-05 9.800590e-04 3.501526e-04 3.782440e-04 1.545685e-06 
##         8780         2333         1457         9543         5735 
## 2.256129e-05 1.564220e-04 4.434818e-05 2.076669e-04 6.170184e-04 
##         5766         4932         9642         9911         4291 
## 1.387763e-03 6.326207e-05 1.007309e-03 1.179421e-04 7.175309e-04 
##         4553          486         5188         9958         5106 
## 2.188468e-05 2.262803e-05 3.423920e-05 2.298001e-04 4.606684e-04 
##          454          950         4006          143         6989 
## 1.173165e-04 1.862065e-04 2.626372e-04 8.970084e-06 1.076288e-03 
##         3656         1796         3886         5878         1805 
## 3.436253e-06 1.133836e-05 2.656528e-06 3.108202e-04 1.322861e-04 
##         6470         5725         2943         7612         4789 
## 4.620619e-05 5.241017e-04 8.433732e-06 3.948489e-06 1.961086e-04 
##         4313         7305         4843         5149         1267 
## 1.100811e-06 3.262662e-07 1.114547e-05 2.141411e-04 2.408874e-06 
##         7687         8286         2006          198         1190 
## 9.373844e-09 4.231254e-04 1.430138e-04 6.505590e-05 1.224327e-04 
##         7456         9264         2229          638         4000 
## 9.356013e-07 9.769903e-04 4.577673e-04 4.036604e-04 3.122012e-04 
##         4079          813         8735         9510         7290 
## 3.265351e-04 1.193726e-05 5.887115e-05 7.297479e-05 1.027119e-04 
##         5907         5812         1653         9152         4353 
## 1.853251e-04 3.519235e-04 1.307634e-04 5.573986e-05 3.114963e-05 
##         2291         1647          209          691         4240 
## 7.603107e-04 8.910383e-05 1.583976e-04 7.086848e-05 6.894745e-04 
##         4925         4124         1582           10         6757 
## 7.688653e-05 2.919742e-08 4.320379e-04 1.717139e-06 8.307087e-04 
##         5883         7474         2098         1746         3383 
## 1.587545e-04 1.563083e-05 1.601690e-05 3.705940e-05 1.698555e-05 
##         9161         9890         1168         1605         7248 
## 3.929920e-04 2.822097e-06 3.139170e-05 6.597049e-05 4.419115e-05 
##         7566         7969         6152         2459         9957 
## 1.827929e-05 4.869789e-05 6.551116e-05 4.769483e-04 3.926224e-04 
##         9737          361          142         3592         4388 
## 2.748237e-05 3.701480e-05 5.271690e-04 2.716783e-04 1.336864e-04 
##         7383         4287         9062         3248         1337 
## 2.665859e-04 3.198712e-05 1.723876e-04 1.383550e-04 3.556622e-04 
##         2425          819         3818         6498         9677 
## 1.010211e-05 4.256443e-05 5.813888e-04 1.402779e-04 7.193226e-05 
##         7171         3761         2136         6023         4856 
## 1.447982e-04 3.926602e-04 2.864739e-06 1.066542e-05 2.172104e-04 
##         5758         3040         3877         2328         6036 
## 8.825244e-04 3.897077e-04 2.263885e-04 1.068759e-04 3.750399e-06 
##         5761         4163         8001         6097         3671 
## 4.314549e-04 2.804093e-04 2.152674e-06 6.038425e-05 2.118960e-05 
##         6910         2490         6142         4250         4033 
## 1.054340e-04 4.987608e-04 1.303542e-07 2.174110e-04 1.093676e-05 
##         7017         3282         3910         8266         9868 
## 1.917059e-04 2.104520e-05 5.313857e-04 4.343798e-05 2.330792e-05 
##          442         4335         4113         1064         7334 
## 9.224429e-06 1.031819e-04 3.124236e-05 1.266329e-05 9.791694e-05 
##         1708         5072         5795         9177          435 
## 1.654975e-04 1.725746e-05 2.744961e-05 2.695866e-04 8.315954e-04 
##         5886         9820         8309         6017         6473 
## 7.773680e-04 2.336742e-06 2.213632e-04 8.507175e-05 1.382637e-05 
##         6125         3856         9896         7476         1989 
## 7.940062e-05 6.898450e-05 8.386716e-04 4.212464e-06 7.865203e-04 
##         3008         9952           97         3843         6238 
## 1.582787e-05 1.021899e-04 1.864514e-04 1.006944e-03 8.558148e-05 
##         3399         9367         4750          689         5540 
## 1.336592e-04 2.822191e-04 2.499163e-04 8.258088e-05 6.468292e-06 
##         6188         9137         3944         1615         4112 
## 1.840480e-04 1.416038e-06 4.804334e-05 7.202534e-05 7.969056e-06 
##          448         9508         6047         7846         5419 
## 4.449107e-05 5.133502e-07 1.020519e-06 4.227074e-05 5.006733e-05 
##         7189         4501         1483         2220         3033 
## 9.355223e-05 3.651095e-05 2.051605e-04 1.243164e-05 1.043513e-03 
##           55         3804         1258         3581         3853 
## 9.383440e-05 6.494840e-04 1.890443e-04 3.744823e-07 2.961435e-04 
##         2963         7197         3995         6213         3594 
## 2.838145e-04 1.225895e-03 3.724101e-05 1.152631e-04 1.091047e-05 
##         2346         1766         2896         2722         8241 
## 2.993349e-07 3.353458e-04 1.596017e-07 1.136445e-04 1.484002e-05 
##         9767         1658         2761         1959         9944 
## 2.103928e-06 2.892600e-05 3.941970e-05 8.792777e-06 3.196900e-05 
##         7439         8350         8445         7628          823 
## 3.030191e-04 5.747033e-04 4.627714e-05 6.031522e-04 8.722868e-06 
##         2978         7944         8974         7753         6944 
## 1.246403e-04 1.543403e-06 4.866195e-04 2.175963e-05 2.269240e-04 
##         5528         7960         5520         2074         1418 
## 1.129887e-05 3.910498e-04 3.503155e-05 3.530954e-04 3.281174e-08 
##         3304         9862         6772         5136         6588 
## 1.833212e-05 4.208583e-06 3.627195e-05 9.830623e-05 1.242975e-06 
##         1920         5465         7453         2347         2598 
## 1.693548e-03 3.299248e-05 5.303365e-05 1.343997e-04 1.812148e-04 
##         7032         3521         7493         8726         6206 
## 1.617574e-07 5.085256e-04 2.519820e-04 2.626278e-04 1.893959e-06 
##         1717          163         7516         2222         6231 
## 4.732078e-05 1.954797e-04 1.810232e-05 4.144641e-04 1.722477e-05 
##         2993         2988         6510         7151         7324 
## 2.878023e-06 1.535025e-05 4.702617e-07 1.094844e-03 1.070580e-04 
##          308         1063          565         9483         3697 
## 2.223613e-07 2.384951e-04 2.249326e-05 9.517192e-05 4.311359e-04 
##         5476         6927         9020         7847          870 
## 2.732095e-05 4.793197e-07 3.234037e-05 1.089454e-03 4.137253e-05 
##         5675         1109         2876         7748         2612 
## 1.450403e-05 7.532488e-11 2.637251e-04 1.644275e-04 1.004497e-04 
##         3501         2674         6964         6225         7725 
## 7.343285e-04 4.280954e-06 7.148545e-06 4.469024e-04 5.408556e-06 
##         9346         9828         4560         4831         3644 
## 6.134813e-05 3.200207e-06 1.051952e-04 1.264425e-04 9.997399e-05 
##         3908         5283         4753         3108         2527 
## 2.068038e-04 3.794806e-05 5.043595e-04 4.001642e-05 7.748265e-04 
##         8153         4452         9022         3252         8100 
## 3.915842e-05 3.770376e-04 3.918766e-05 1.770610e-05 2.469832e-05 
##         3568         7945         6512         3195         2849 
## 7.489754e-04 4.217207e-04 9.944906e-05 3.169178e-04 2.635862e-04 
##         1550         3463         2204         2745         4555 
## 2.427360e-04 2.379614e-05 1.014882e-04 6.002243e-04 1.777117e-04 
##         7377         8056         4168         1992         9921 
## 3.661730e-04 4.006551e-05 2.002132e-04 4.016789e-04 2.125765e-05 
##         7873         8302         9804         7319         9016 
## 4.539005e-04 5.661553e-04 7.588099e-05 1.562960e-05 1.500231e-07 
##         1189         7663         2093         7759         8243 
## 1.113504e-04 4.380332e-06 2.589973e-05 7.291548e-05 5.165279e-05 
##         7078         9443         5877         6700          224 
## 9.837168e-07 5.418731e-05 6.145200e-06 8.436481e-05 1.717213e-04 
##         5658         1868         5863         7694         4719 
## 8.643315e-05 1.212896e-04 2.634234e-06 1.790538e-04 2.602938e-04 
##         2968         5438         6438         2702         7481 
## 1.537711e-04 3.254513e-04 1.747774e-06 3.687654e-05 2.989567e-06 
##         6216         6705         2082         9755         8263 
## 1.055391e-04 1.578204e-05 1.136921e-03 2.798160e-05 1.214465e-05 
##         4011         4278          141         7281         9360 
## 6.516419e-05 4.639501e-04 1.831766e-04 9.954933e-05 1.036071e-04 
##         7533         5309         4765         8324         4757 
## 4.898250e-05 2.440435e-04 3.219692e-04 6.805510e-04 6.446109e-04 
##          841         4949          938         8166         2893 
## 9.202958e-04 6.410723e-05 1.186863e-05 3.425116e-04 1.859771e-04 
##         6031         5836         5463         1055         8325 
## 3.089882e-06 3.529864e-04 1.241364e-05 1.182018e-04 4.533361e-05 
##          453          695          401         6096         9157 
## 1.518203e-04 1.065461e-04 5.052208e-04 8.083914e-05 2.219214e-04 
##         4693          432         5858         3495         3680 
## 6.919679e-04 3.127389e-04 9.779442e-05 1.630632e-04 2.014783e-06 
##         1742          111         8958         5537         2561 
## 7.367925e-05 3.618276e-05 7.569197e-04 1.780349e-05 2.280668e-05 
##         1558         7828         4372         9147         9219 
## 3.399471e-05 2.005028e-04 5.713150e-04 2.358086e-04 1.408579e-05 
##         9582         7387         8407         8072          862 
## 6.640716e-05 5.833228e-10 3.787727e-05 9.114109e-06 6.543322e-05 
##         3148         3792         4731         7567         9280 
## 1.688761e-04 7.724247e-05 3.146781e-06 2.829975e-04 3.478265e-05 
##         6687         4025         8163         2035         3145 
## 1.862276e-05 2.914467e-09 1.647197e-04 5.909885e-06 5.945653e-05 
##         7505          949         1804         8146         8469 
## 4.306878e-04 2.250997e-05 6.209390e-04 8.254404e-05 2.622610e-04 
##         5583         8249         1808         1913         1411 
## 7.294983e-04 2.105043e-05 1.744553e-05 1.710599e-05 2.405619e-04 
##         4147         7056         8112         1464          125 
## 6.081797e-04 4.436979e-04 3.897882e-04 2.680093e-04 2.837701e-06 
##         3617         2195         6568         2190          292 
## 1.419253e-04 1.420314e-04 3.593611e-05 1.090472e-04 4.510099e-05 
##         1151         7061         5119         4659         7376 
## 8.926936e-05 1.247073e-04 3.930515e-04 3.099182e-06 5.261486e-04 
##         1405         9653         4821         9142         4975 
## 1.837102e-04 1.045579e-04 1.959188e-04 1.747941e-05 1.513488e-04 
##         5911         4666         4537         9241         8938 
## 1.221139e-05 3.171304e-06 1.697734e-05 1.012802e-03 1.506644e-04 
##         7814         3851         7975         3935         3706 
## 5.017904e-04 8.367855e-05 5.508842e-04 1.900784e-05 1.671904e-04 
##         3755         6991         3140         7288         2664 
## 2.229505e-04 2.468148e-04 9.367833e-06 4.926861e-05 1.245423e-03 
##         9842         6667         1713          856         6121 
## 1.628354e-06 6.018413e-07 1.905296e-05 5.507721e-05 1.278941e-05 
##         6990          246         7854         9104         5804 
## 9.075744e-05 1.156954e-07 4.688159e-06 2.561323e-04 8.586097e-04 
##         9794         9350         5998         5301         6165 
## 1.164051e-04 8.316024e-05 1.925390e-04 1.470879e-07 6.599056e-06 
##         1254          980         3887         7635         5692 
## 4.029735e-04 5.864173e-05 8.608114e-05 1.088968e-04 3.162351e-05 
##         4541         7384         1211         8598         1886 
## 5.452581e-04 4.064351e-05 1.278444e-05 2.736783e-04 1.232345e-06 
##         7165          681         8957         4233         7862 
## 1.372015e-04 2.027610e-04 1.011296e-04 6.317460e-06 1.457837e-04 
##         3982         9812         7444         7152         6963 
## 2.231260e-05 1.027963e-04 1.015401e-03 2.833381e-04 1.829582e-04 
##         4460         8556         6749         5896         7262 
## 6.683963e-04 6.423857e-05 8.234052e-04 7.230640e-05 1.364329e-04 
##          184         4442         3479         3385         8785 
## 4.533434e-06 1.111470e-03 2.116817e-04 1.024172e-06 1.383413e-04 
##         7757         8885         9611         1437         9302 
## 1.677858e-04 1.015332e-04 9.139975e-05 5.093389e-04 2.127556e-06 
##         4270         7890         5681         1864         8467 
## 5.459673e-05 1.461241e-04 1.716052e-05 1.388868e-05 5.193391e-06 
##         4108         6243         6962          760         5303 
## 2.187627e-06 1.649754e-04 2.201521e-05 9.502979e-06 4.874588e-04 
##         1081         7460         2475         2663         2456 
## 6.633554e-04 3.892278e-07 2.960339e-04 1.195605e-04 2.001438e-05 
##          240         8739         7163         8179         6867 
## 5.723510e-05 1.529673e-06 2.208363e-04 3.348894e-06 1.302519e-04 
##         1047         9213         1402         8880          778 
## 4.523451e-04 8.154714e-05 2.264301e-04 2.483893e-05 5.359034e-04 
##         8337         3368         1781         4714         2788 
## 1.399469e-06 4.221499e-05 5.188453e-05 6.545096e-06 3.497709e-05 
##         3898         8327         3455         3964         5124 
## 6.493015e-05 1.549156e-05 6.952905e-05 9.949410e-07 1.739628e-07 
##         5909          665         4309         7904          387 
## 2.871609e-04 2.093668e-05 1.015233e-06 4.370517e-05 5.418456e-05 
##         7086         7784          634         5936         6384 
## 1.548537e-04 1.466817e-04 8.984177e-05 2.906086e-05 2.941079e-06 
##         7495         5801         2107         8769         5340 
## 2.195111e-05 1.057808e-04 5.810413e-05 1.947430e-05 2.709408e-04 
##         1619         8206          134         9928         7073 
## 2.606508e-04 4.123701e-04 9.626559e-06 2.305564e-05 6.157528e-05 
##         1331         4513         5194         4662          390 
## 1.908831e-04 5.270319e-05 5.868025e-04 2.558248e-04 2.275557e-04 
##         6624         6805         4394         8182         1280 
## 4.178716e-05 1.653374e-05 1.322610e-05 3.926265e-04 3.083523e-04 
##         5734         1928         5382         3155         7104 
## 1.270490e-03 2.577719e-04 4.014854e-04 8.482576e-05 1.243775e-04 
##         5882         2144          119         4639         9982 
## 9.205765e-06 9.039454e-05 1.867646e-04 6.833912e-05 1.225754e-03 
##         9442         9939         9423         8447         5305 
## 1.777885e-07 2.874450e-04 2.769135e-04 9.101603e-05 1.318736e-04 
##         8253         8770         8517         5571         8090 
## 1.340542e-06 3.236125e-04 3.445910e-04 1.155997e-04 1.369200e-03 
##         2125         9168         2219          320         8188 
## 9.093526e-06 6.290469e-04 4.017971e-04 7.476398e-06 1.045108e-04 
##         7085         6913         9738         4742         1172 
## 3.065461e-04 3.559315e-06 1.207294e-04 7.946913e-05 7.721506e-04 
##         5090         5699         7259         5050         9406 
## 2.759679e-04 2.211550e-04 2.502771e-06 4.980759e-05 1.030984e-04 
##          325         4614         6486         8264         7064 
## 2.208916e-05 2.725426e-04 1.055330e-03 8.261343e-05 1.306425e-04 
##         2157         4960         8930         1927         2423 
## 7.064610e-08 2.149685e-04 6.847361e-04 8.031041e-06 5.435405e-05 
##         8131         4929         3349         5973         8189 
## 3.575874e-05 1.772454e-04 3.168242e-05 1.521482e-07 8.603640e-07 
##         7941         2415         6009          404         4373 
## 5.422048e-04 1.373403e-04 2.116255e-04 3.223045e-05 1.531376e-04 
##         2324         8465         6897         2867         9591 
## 7.700634e-05 5.659700e-05 5.476487e-05 2.627805e-04 3.605052e-05 
##         5745         8340         3286         1488         4672 
## 9.440498e-06 4.568650e-07 1.294977e-05 1.244521e-04 1.832670e-06 
##         2189         6506         7111         6719         4410 
## 1.473082e-04 7.380274e-06 5.057895e-06 3.077786e-05 1.301658e-06 
##           36         8791         1207         2897         1235 
## 3.588843e-05 7.011707e-04 1.404635e-07 3.462198e-05 5.264430e-05 
##          235         8200           53         3605         2041 
## 1.075085e-03 5.338982e-04 1.551738e-04 3.325441e-04 8.083082e-06 
##         3837         8170         9124         2334         2892 
## 2.292495e-04 2.104060e-04 7.042611e-06 9.950938e-05 2.286507e-04 
##         2789         6712         6889          210         5551 
## 6.431118e-05 3.981717e-05 5.167033e-05 2.918093e-04 6.090810e-05 
##         6039         3262         3981          357         1646 
## 4.556279e-04 4.035844e-05 2.423761e-04 3.257485e-04 1.959995e-05 
##         3497         1030         8945         6611         1822 
## 3.936799e-04 3.358836e-05 3.115609e-04 6.718952e-04 4.826107e-05 
##         6752         7749          195         1687         8725 
## 6.521025e-05 4.373666e-05 2.443877e-04 5.912763e-05 1.020125e-05 
##          101         5222         9585         6622         3017 
## 7.549300e-05 2.652892e-04 1.566751e-06 8.314981e-05 7.567698e-06 
##         1129          764         5807         7634         1068 
## 4.821212e-07 4.227707e-04 1.447901e-04 1.320263e-03 4.604258e-04 
##         9441         6537          129         8910         1559 
## 6.953212e-05 1.491506e-04 6.220295e-04 2.077148e-04 1.729151e-05 
##         8452         4577         1508         5056         4852 
## 1.019918e-04 3.776456e-07 1.572897e-05 2.499921e-05 8.387324e-05 
##         4694         3810         3518         2135         9048 
## 1.701949e-04 5.164861e-04 9.090939e-05 4.374573e-05 6.221986e-05 
##         1233         4997         9245         6609         6716 
## 1.065449e-05 2.255802e-04 4.285202e-06 4.921887e-04 9.441557e-07 
##         4369         3795         3260         4393         5985 
## 1.583374e-05 2.431869e-05 3.255797e-05 6.200542e-08 7.278337e-05 
##         7434         4718         1950         1309         5976 
## 5.961643e-05 1.633111e-04 2.584024e-04 3.736090e-05 9.812677e-06 
##         8165         3858         3523         1862         3123 
## 2.978379e-04 9.596978e-06 4.143935e-04 1.071824e-04 3.872253e-05 
##         7423         6090         5393         7898         1462 
## 9.195658e-04 4.669172e-06 6.483635e-05 2.117508e-06 2.965306e-05 
##         2738         9615         7385         5272         5358 
## 2.458046e-05 3.499317e-05 2.146032e-04 1.022442e-04 2.716034e-04 
##         1807         8941         1575         1045         4444 
## 1.772033e-04 4.640811e-06 9.186866e-05 4.749327e-05 1.577030e-05 
##         3915         4583         6754         1002         9444 
## 6.582339e-05 1.746928e-05 8.454684e-04 3.320571e-05 3.392496e-04 
##         7049         9872          814         5148         2044 
## 1.405655e-05 7.745089e-06 3.239224e-04 1.971142e-05 3.215905e-05 
##         8640          853         7129         4884         6037 
## 5.648678e-04 1.279620e-04 1.801586e-04 3.556433e-04 3.500511e-04 
##         9847         1771         3806         9533          127 
## 3.433094e-04 1.494063e-05 7.323578e-05 4.657296e-05 6.535507e-09 
##         3315         9757         8223         6247         8152 
## 1.727277e-04 8.083873e-05 2.297158e-05 6.134832e-05 9.671977e-05 
##         9563          462          128         1496         4882 
## 2.085010e-05 3.626012e-04 2.773990e-04 6.843596e-04 1.190217e-04 
##         8626         7430         2681         1072         9572 
## 5.829554e-04 4.192739e-04 4.840908e-07 6.821089e-05 1.540723e-05 
##         5173         4588         6299         6049         6289 
## 7.472870e-05 1.205014e-05 1.687718e-03 3.145186e-06 1.195509e-04 
##         6932         1076         5334         1555         1761 
## 6.576823e-05 6.941700e-04 7.099937e-07 6.232135e-05 2.938262e-05 
##         5893         6864          736         9546         5738 
## 1.818196e-06 2.117893e-04 1.813763e-05 5.074155e-05 3.223502e-04 
##         3579         8111         5290         2787          572 
## 7.200702e-04 1.170043e-03 1.140807e-05 4.300527e-07 6.494972e-05 
##         7871         3515          829         5951          587 
## 1.229253e-03 2.192261e-04 8.584747e-06 8.253608e-05 7.855809e-05 
##         6116         8516         1390         1548         9122 
## 2.587717e-04 7.938915e-05 3.311106e-04 4.429672e-06 1.185870e-10 
##         5619          700         9306         5268         7309 
## 1.800002e-04 1.187184e-04 3.368297e-04 1.207150e-05 1.525785e-04 
##         7661         5350         9149         8093         2618 
## 2.543241e-04 1.034357e-05 6.907888e-04 7.244497e-05 2.179417e-04 
##         7468         3264          867          350         5183 
## 1.077703e-05 1.863377e-08 9.922558e-08 3.003135e-04 1.013327e-04 
##         4176         4708          472          422         7838 
## 5.533853e-04 6.096360e-05 7.245730e-06 1.140222e-03 1.268321e-04 
##         4329         6742         3414         8282         5691 
## 4.933574e-05 2.529123e-04 1.100748e-04 5.525963e-05 1.620799e-04 
##         6573         9948         3662         8473          705 
## 4.510496e-04 2.130607e-05 7.085106e-04 6.045246e-04 6.303676e-05 
##         6725         7810          324         3828         9870 
## 1.879407e-04 2.788765e-04 1.325571e-04 7.830641e-06 6.577018e-05 
##         7695         2387          386         9656         7135 
## 5.328147e-07 5.535377e-05 1.640203e-04 1.518310e-04 4.948306e-04 
##         3709         4747         5398         4415         7127 
## 1.268772e-05 5.840193e-06 2.117568e-04 3.143352e-07 4.983608e-04 
##         5670         9664         5508         1161         7179 
## 3.077371e-05 2.139911e-04 3.812626e-06 4.162381e-05 3.284254e-04 
##          617         3303         4954         6321         8373 
## 5.666536e-05 2.110367e-04 1.716934e-04 5.492289e-04 4.103878e-06 
##         5603         9461         2914         1919         5757 
## 3.045364e-06 5.449714e-05 2.729276e-05 6.073557e-05 1.859064e-04 
##         9596         8277         3553         9492         3469 
## 1.326945e-04 2.991505e-05 1.799503e-04 1.340599e-04 3.867260e-05 
##         8475         2803         9277         9947         2126 
## 9.594449e-04 1.088070e-04 5.836843e-05 2.355938e-05 2.538970e-04 
##         1888         5082          942         8081          167 
## 3.319169e-05 4.807492e-06 1.650351e-04 3.471861e-05 7.241091e-05 
##         3289         5979         3929         8927         3578 
## 1.920755e-04 4.798711e-04 6.336085e-06 9.540688e-06 3.261775e-06 
##         6834         4087         2496         3032         3941 
## 1.534861e-05 1.489232e-04 1.278229e-04 3.082823e-05 1.591148e-04 
##         2692         8453         8478          230         5488 
## 3.036743e-06 6.148167e-05 6.474632e-05 1.928606e-05 9.289689e-05 
##         5068         6812         4165         5482         4409 
## 2.261650e-08 1.239506e-04 4.491775e-05 1.856529e-04 3.097575e-04 
##         6949         9495         8194         2168         6659 
## 1.793662e-04 5.443253e-05 5.388147e-05 1.180868e-04 1.127166e-04 
##          731         3215          310         6409         6224 
## 4.048971e-04 6.109115e-06 2.973751e-05 3.768879e-05 2.832893e-05 
##         6487         1628         4764         9768         6698 
## 3.054937e-06 1.785676e-06 7.440045e-05 1.507420e-04 2.342163e-04 
##         7296         7492         7199         6105         9984 
## 6.598793e-05 1.082766e-04 5.320704e-04 3.885828e-04 3.175761e-05 
##         6423         9307         3601         6288         9795 
## 2.871583e-07 1.485296e-07 1.972816e-04 4.229525e-05 4.867770e-05 
##         7573         7525         7892         7072         8352 
## 1.113708e-04 2.097286e-04 3.276671e-04 5.631407e-06 1.316478e-05 
##         1565         6751         8097         5610         5431 
## 4.340291e-06 7.374293e-06 2.748354e-07 3.213708e-05 1.735800e-04 
##         9199         2060         7883         3833         4941 
## 2.923893e-04 1.626432e-04 4.778466e-05 3.151625e-05 5.315150e-04 
##         3861         1556         9407          668         2520 
## 2.269145e-05 4.056608e-04 1.428551e-04 2.134442e-04 6.238865e-05 
##         7047         1444         2689         9829         4518 
## 3.620397e-04 1.503767e-04 4.968995e-04 2.746238e-04 1.755712e-05 
##         5316         1362         6985          655          630 
## 1.952701e-05 1.118729e-04 6.532078e-05 1.746483e-04 6.139001e-05 
##         7644         3422          820         6836         8566 
## 1.051783e-04 1.943696e-05 2.697863e-07 5.038087e-05 2.854316e-05 
##         1809         4938         9810         7070         8015 
## 1.811925e-04 7.922888e-06 1.072870e-05 7.713752e-06 3.438768e-07 
##         7398         6262         1198         1260         1110 
## 2.683199e-04 2.450758e-04 3.033196e-04 2.894057e-05 3.929570e-04 
##          599         2155         2143         6520         3955 
## 3.985531e-05 1.666498e-04 2.323810e-04 9.518005e-07 5.978889e-05 
##         6012         2299         6887          147         7923 
## 3.770118e-05 2.829410e-05 3.379979e-04 1.235817e-04 8.984297e-06 
##         6721         1934         4580         5550          418 
## 1.513738e-04 2.138365e-06 2.641198e-05 4.248128e-07 1.556381e-04 
##         5581         1382          765          913         7008 
## 3.590899e-04 6.506952e-06 7.664383e-06 2.265376e-04 2.530057e-05 
##         9176         8361         5626 
## 6.434612e-05 6.680877e-06 3.289621e-04

Variable Selection

http://www.stat.columbia.edu/~martin/W2024/R10.pdf

Forward Selection (w/ full train)

Train

if (algo.forward == TRUE){
  t1 = Sys.time()
  
  model.forward = step(model.null, scope=list(lower=model.null, upper=model.full), direction="forward", trace = 0)
  print(summary(model.forward))
  #saveRDS(model.forward,file = "model_forward.rds")
  
  t2 = Sys.time()
  print (paste("Time taken for Forward Selection: ",t2-t1, sep = ""))
  
  plot.diagnostics(model.forward, data.train)
}

Test

if (algo.forward == TRUE){
  test.model(model.forward, data.test, "Forward Selection")
}

Forward Selection (w/ filtered train)

Train

if (algo.forward == TRUE){
  t1 = Sys.time()
  
  model.forward2 = step(model.null2, scope=list(lower=model.null2, upper=model.full2), direction="forward", trace = 0)
  print(summary(model.forward2))
  #saveRDS(model.forward,file = "model_forward.rds")
  
  t2 = Sys.time()
  print (paste("Time taken for Forward Selection: ",t2-t1, sep = ""))
  
  plot.diagnostics(model.forward2, data.train2)
}

Test

if (algo.forward == TRUE){
  test.model(model.forward2, data.test, "Forward Selection (2)")
}

Backward Elimination

Train

if (algo.backward == TRUE){
  # Takes too much time
  t1 = Sys.time()
  
  model.backward = step(model.full, data = data.train, direction="backward", trace = 0)
  print(summary(model.backward))
  #saveRDS(model.forward,file = "model_backward.rds")
  
  t2 = Sys.time()
  print (paste("Time taken for Backward Elimination: ",t2-t1, sep = ""))
  
  plot.diagnostics(model.backward, data.train)
}

Test

if (algo.backward == TRUE){
  test.model(model.backard, data.test, "Backward Elimination")
}

Stepwise Selection (w/ full train)

Train

if (algo.stepwise == TRUE){
  t1 = Sys.time()
  
  model.stepwise = step(model.null, scope=list(upper=model.full), data = data.train, direction="both", trace = 0)
  print(summary(model.stepwise))
  #saveRDS(model.stepwise,file = "model_stepwise.rds")
  
  t2 = Sys.time()
  print (paste("Time taken for Stepwise Selection: ",t2-t1, sep = ""))
  
  plot.diagnostics(model.stepwise, data.train)
}
## 
## Call:
## lm(formula = y3 ~ sqrt.x18 + x7 + stat98 + stat110 + x9 + x17 + 
##     x16 + x4 + stat14 + x10 + x11 + x8 + x21 + x14 + stat41 + 
##     stat4 + stat23 + stat3 + stat60 + stat100 + stat144 + stat33 + 
##     stat200 + stat149 + x13 + stat26 + stat24 + stat151 + stat175 + 
##     stat126 + stat146 + stat92 + stat22 + stat205 + stat135 + 
##     stat25 + stat73 + stat55 + stat46 + x19 + stat84 + stat19 + 
##     stat217 + stat76 + stat13 + stat156 + stat104, data = data.train)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -22.786  -6.236  -1.745   4.481  54.050 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  8.687e+01  2.435e+00  35.670  < 2e-16 ***
## sqrt.x18     7.311e+00  2.678e-01  27.297  < 2e-16 ***
## x7           3.206e+00  1.807e-01  17.739  < 2e-16 ***
## stat98       1.063e+00  6.912e-02  15.382  < 2e-16 ***
## stat110     -9.582e-01  7.009e-02 -13.671  < 2e-16 ***
## x9           9.302e-01  9.440e-02   9.854  < 2e-16 ***
## x17          4.553e-01  9.240e-02   4.927 8.57e-07 ***
## x16          2.905e-01  6.076e-02   4.782 1.78e-06 ***
## x4          -1.166e-02  2.562e-03  -4.550 5.47e-06 ***
## stat14      -2.764e-01  6.954e-02  -3.974 7.14e-05 ***
## x10          3.302e-01  8.743e-02   3.777 0.000161 ***
## x11          7.373e+07  2.098e+07   3.514 0.000444 ***
## x8           1.293e-01  4.238e-02   3.052 0.002284 ** 
## x21          4.140e-02  1.200e-02   3.450 0.000564 ***
## x14         -2.510e-01  9.185e-02  -2.733 0.006303 ** 
## stat41      -1.941e-01  6.983e-02  -2.780 0.005456 ** 
## stat4       -1.752e-01  7.060e-02  -2.482 0.013094 *  
## stat23       1.773e-01  6.985e-02   2.538 0.011175 *  
## stat3        1.638e-01  7.056e-02   2.321 0.020317 *  
## stat60       1.712e-01  7.052e-02   2.428 0.015225 *  
## stat100      1.786e-01  7.041e-02   2.536 0.011224 *  
## stat144      1.631e-01  7.004e-02   2.328 0.019926 *  
## stat33      -1.508e-01  7.023e-02  -2.147 0.031820 *  
## stat200     -1.590e-01  6.934e-02  -2.292 0.021916 *  
## stat149     -1.445e-01  7.087e-02  -2.039 0.041492 *  
## x13          4.313e-02  2.121e-02   2.034 0.042026 *  
## stat26      -1.414e-01  7.022e-02  -2.014 0.044031 *  
## stat24      -1.422e-01  7.034e-02  -2.022 0.043259 *  
## stat151     -1.454e-01  7.107e-02  -2.046 0.040845 *  
## stat175     -1.452e-01  7.068e-02  -2.055 0.039970 *  
## stat126      1.233e-01  7.028e-02   1.755 0.079275 .  
## stat146     -1.279e-01  7.045e-02  -1.815 0.069594 .  
## stat92      -1.222e-01  7.067e-02  -1.730 0.083756 .  
## stat22      -1.186e-01  7.076e-02  -1.677 0.093677 .  
## stat205     -1.192e-01  6.968e-02  -1.710 0.087251 .  
## stat135     -1.155e-01  7.048e-02  -1.639 0.101352    
## stat25      -1.165e-01  7.033e-02  -1.656 0.097706 .  
## stat73       1.197e-01  7.124e-02   1.680 0.092979 .  
## stat55       1.186e-01  7.025e-02   1.689 0.091357 .  
## stat46       1.277e-01  7.060e-02   1.809 0.070532 .  
## x19          7.876e-02  4.690e-02   1.679 0.093132 .  
## stat84      -1.109e-01  7.081e-02  -1.567 0.117186    
## stat19       1.139e-01  7.035e-02   1.620 0.105334    
## stat217      1.080e-01  7.036e-02   1.535 0.124756    
## stat76       1.050e-01  7.071e-02   1.485 0.137679    
## stat13      -1.025e-01  7.004e-02  -1.464 0.143336    
## stat156      1.041e-01  7.080e-02   1.471 0.141423    
## stat104     -1.014e-01  7.019e-02  -1.444 0.148732    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 9.412 on 5954 degrees of freedom
## Multiple R-squared:  0.2353, Adjusted R-squared:  0.2293 
## F-statistic: 38.98 on 47 and 5954 DF,  p-value: < 2.2e-16
## 
## [1] "Time taken for Stepwise Selection: 1.76369668245316"

## [1] "Number of data points that have Cook's D > 4/n: 304"
## [1] "Number of data points that have Cook's D > 1: 0"
##         3167         2628         2824         3867         6081 
## 7.159191e-05 1.074719e-03 9.887038e-06 1.028547e-03 2.809431e-06 
##         3220         4244         8540         1169         2211 
## 4.430627e-05 1.417519e-04 1.117409e-05 6.985970e-05 2.334567e-06 
##         6546         4289         1976         8380         2866 
## 2.855587e-06 1.596671e-04 9.023501e-05 2.007446e-05 1.391683e-04 
##         3788         8053         9864          416         9047 
## 2.345233e-04 1.498815e-05 3.359602e-05 1.874353e-04 1.274449e-04 
##         9999         5828          295         6445         2207 
## 1.309705e-04 8.139842e-06 2.583671e-05 1.347702e-03 1.914706e-03 
##         7690         9633         4140          663         3196 
## 5.085519e-05 6.409062e-04 1.551198e-05 1.252944e-05 1.922242e-04 
##         2840         7120           90         4490         6380 
## 3.427898e-05 1.147433e-04 1.021303e-04 3.693714e-05 1.180759e-04 
##          967         3004         1799         3419         3587 
## 9.318941e-06 1.080899e-06 5.981097e-05 1.471217e-04 1.917906e-04 
##         5428          239         5688         7541         2251 
## 4.090034e-06 1.668043e-05 2.913229e-04 7.184271e-09 3.888287e-05 
##         3825         2835         7938         8698         7260 
## 4.169595e-04 4.422467e-04 1.811290e-07 1.032955e-04 3.295505e-04 
##         6975         6994         6857         7142         1894 
## 2.180151e-09 2.955812e-06 6.626043e-05 2.309907e-07 8.231660e-04 
##          194          380         8328         6204          139 
## 5.507033e-06 1.505427e-05 1.699746e-04 3.574079e-04 1.213386e-04 
##         2906         7989         9096         1831         7750 
## 3.295794e-04 2.620973e-05 7.496217e-05 6.108937e-08 2.261438e-05 
##         3234         8613         6837         4075         9425 
## 1.903785e-04 1.023203e-04 2.431732e-04 2.346663e-05 2.813395e-04 
##         8638         6781         7776         6574         5504 
## 3.740216e-06 7.367462e-05 6.860984e-04 3.590340e-05 2.477044e-04 
##         2176         8304         6554          584         5371 
## 5.217949e-06 3.420217e-06 2.839800e-05 2.351760e-04 8.151318e-04 
##         8509         9291         1015         8768         2002 
## 4.490394e-06 4.257034e-04 4.602547e-03 4.018890e-04 1.216443e-06 
##         5639         7835         8466         7308          203 
## 1.321659e-04 1.012706e-05 8.409678e-05 7.267024e-05 8.209746e-05 
##         7861         5452         6130         9697         4380 
## 4.757001e-05 5.460125e-05 8.578862e-06 3.226856e-04 7.837086e-04 
##         2068         8978         8209         3410         5215 
## 2.951703e-04 9.880970e-05 2.270821e-04 1.145135e-04 1.442970e-04 
##         2420         6525         8052         9686         4308 
## 1.277765e-03 3.130455e-05 2.486039e-05 5.662567e-05 5.770395e-05 
##         8757         6043         4787         3622         2244 
## 5.414905e-05 3.196555e-04 1.026726e-05 9.454696e-05 5.714514e-05 
##         4837         5522         3061          526         3786 
## 1.669303e-04 9.517569e-06 9.320579e-05 1.172393e-04 1.618534e-05 
##         6217         4098          212         9630         3005 
## 6.037447e-05 1.461368e-04 8.357158e-06 1.647199e-06 1.748062e-04 
##          187         6293         4454         2505           14 
## 5.057740e-07 1.069558e-04 1.677057e-04 6.309815e-05 6.547465e-06 
##          371         4034         2596         7397         7538 
## 2.328548e-05 1.129891e-04 9.422696e-05 8.319384e-05 1.266186e-05 
##         1008          343         7313         2953          241 
## 3.070851e-04 4.643481e-04 1.771381e-04 3.725554e-06 3.767070e-05 
##         8008         9602         3152         8950         3087 
## 5.899776e-04 5.534938e-05 4.967616e-05 8.042963e-05 2.007042e-05 
##         9676         7848         5327         5763         4192 
## 6.135245e-05 3.994553e-05 3.204796e-05 2.594289e-05 1.404655e-04 
##         5339         6898          540         8763         9340 
## 1.801729e-05 2.210176e-03 1.268670e-04 1.330944e-05 2.191809e-05 
##         3074         1134         8708         1589         6084 
## 5.224089e-06 7.234928e-05 4.497387e-05 1.559472e-04 2.958904e-07 
##         6545         1942         5446         3247         7894 
## 1.056071e-04 2.204727e-05 7.671317e-05 2.550916e-04 2.978467e-05 
##         3927         4207         3182         9715         9967 
## 5.302608e-05 5.840757e-07 1.223607e-04 5.211923e-04 6.877792e-08 
##         1294         4100         9817         3655         5413 
## 6.855391e-04 1.690946e-04 7.423046e-05 1.192379e-05 6.288099e-04 
##         3266           82         9971         5051         8998 
## 9.894050e-05 2.156063e-04 1.168182e-04 1.374070e-06 2.155666e-04 
##         2630         3224         4129         2719          174 
## 6.716766e-05 7.271948e-04 2.831976e-04 1.097929e-05 4.526510e-04 
##         3157         4819         9305         3277         2934 
## 3.329995e-06 1.766030e-05 3.612842e-05 5.388430e-04 1.782657e-06 
##         8444         6684         5770         4435          236 
## 3.146756e-05 3.465918e-06 2.373032e-04 3.094862e-04 9.459626e-06 
##         6653         8217         2115         9091           91 
## 5.589092e-05 4.349533e-05 2.048045e-07 4.240583e-05 3.012897e-05 
##         3233         7729         7886         1300         1652 
## 1.354033e-04 2.356073e-06 2.270966e-04 6.179302e-05 1.191546e-05 
##         4021         3370         4134         3223         5997 
## 4.358656e-07 1.801723e-04 1.004969e-05 2.639881e-05 8.450784e-05 
##          581         2999         7105          900         3297 
## 1.112896e-05 4.808786e-05 4.852383e-06 6.307197e-04 2.518001e-05 
##         4812         8673         3590         3608          704 
## 3.988340e-04 9.391805e-04 5.508123e-05 4.107628e-05 3.577349e-05 
##         6408         4565         3390         9420         9237 
## 2.228984e-04 1.812104e-04 3.757407e-04 5.587504e-06 1.904269e-04 
##         6320         2497         8697          625         1850 
## 1.568615e-04 2.080353e-04 1.281997e-04 8.287464e-05 5.827266e-05 
##         1277         7669         1322         5547         2708 
## 4.473300e-04 2.882118e-06 1.352849e-04 4.234302e-04 1.330254e-05 
##         2169         3434         1674         1752         7337 
## 1.551013e-04 5.373776e-04 1.179136e-04 1.012114e-05 2.888520e-05 
##         5067         9326         1014         9208         8997 
## 8.647228e-06 7.590237e-05 6.042832e-07 4.506215e-04 8.931784e-05 
##         1477         3586         1594         3685         6252 
## 1.086299e-03 2.690598e-05 2.092924e-04 7.175713e-06 2.759437e-04 
##         7787         2798         5462         1877         6101 
## 1.483293e-04 1.360221e-05 3.555618e-05 4.052754e-05 4.429872e-04 
##         6175         9087         1067         1524         2908 
## 1.092394e-05 3.666000e-05 4.019385e-06 5.501579e-06 2.461734e-05 
##         7909         6373         4221         1767         5125 
## 1.356209e-03 4.947299e-04 1.034814e-04 2.550741e-05 5.546602e-05 
##         9215         5664         5274         3130         8855 
## 2.167843e-05 1.871504e-04 7.327906e-05 9.878528e-05 2.467634e-04 
##         9765         8424         4886         2857         4239 
## 9.507255e-05 3.692463e-04 4.407186e-05 3.856495e-05 7.866480e-05 
##         6387         9932         1900         7956         7930 
## 3.970176e-05 1.226041e-04 1.564904e-04 4.857307e-04 5.031016e-05 
##         1451         4883         5894         9995         9478 
## 1.382645e-05 2.643732e-06 5.491113e-05 8.735262e-05 1.837456e-04 
##         4150         8404         6357         9354         5086 
## 1.004584e-07 1.335214e-04 4.454314e-05 5.092549e-04 3.411843e-06 
##         1622          370         6940         7888          679 
## 7.564410e-04 9.600098e-04 2.020428e-04 1.106495e-04 2.183024e-04 
##         1922         1794         5092         1579         7449 
## 4.830493e-07 1.195088e-06 5.939036e-06 2.916663e-04 2.536739e-06 
##         2120         7926         1608         3666         6349 
## 1.857434e-06 5.889043e-06 2.089961e-04 1.885745e-05 6.011638e-05 
##         3360          602          981         7291         9188 
## 7.139148e-05 1.828814e-06 5.921839e-05 4.400387e-04 9.793134e-06 
##         3684         2584         7234         8154         7381 
## 1.714297e-04 1.635268e-04 1.373883e-04 4.941376e-06 1.412845e-06 
##         7950         2546         4482          215         5643 
## 2.972323e-05 3.900560e-06 2.038243e-04 7.963024e-05 1.672308e-05 
##         4796         7320         4562         7756         9145 
## 3.196470e-05 1.578900e-06 2.194508e-04 1.561270e-06 7.589269e-04 
##         3963         8070         6763         8688          719 
## 6.294301e-06 9.354239e-05 5.209748e-05 1.263783e-05 4.663603e-05 
##         6371         4546         1202         6888         7389 
## 1.449449e-04 1.418475e-04 9.271029e-07 1.949123e-05 4.095620e-04 
##         2851         6242         6377         2972         2151 
## 3.863585e-07 3.627325e-04 1.432981e-05 5.439991e-05 4.491599e-04 
##         7674         3460         7267         7475          516 
## 1.169722e-03 4.656686e-05 2.574190e-05 4.825670e-05 1.118559e-04 
##         4422         2873         1232         3117         9120 
## 6.171681e-05 7.921394e-07 1.262159e-04 9.000363e-07 5.787438e-06 
##         3780         4563         4093         1863         7249 
## 2.189931e-05 7.033835e-07 2.087156e-05 7.542113e-05 8.211702e-07 
##         6959         2870         1611         2933         7374 
## 6.687875e-05 3.187793e-05 5.818177e-06 1.925350e-05 1.719119e-03 
##         6353         3470         4887         1311         5521 
## 4.980795e-06 5.045645e-05 5.711319e-04 1.847110e-05 2.295232e-05 
##         6407         2046         7482         2952         8716 
## 6.450344e-05 2.001505e-05 5.790790e-05 2.061821e-04 6.012735e-05 
##         4993         5258          755         4604         2831 
## 1.862247e-05 6.539580e-06 1.608687e-05 6.101558e-07 8.494939e-05 
##         9558         7727         1610         6364         3650 
## 1.192697e-04 2.448954e-04 2.792397e-05 7.356166e-08 3.986358e-05 
##         2525         3430         3204         5454         7527 
## 7.598662e-07 1.767797e-05 7.990815e-05 1.699727e-05 2.828626e-05 
##         7534         7521         3239         8955         3694 
## 5.748189e-05 5.114219e-05 2.113459e-05 2.779470e-05 1.614846e-03 
##         9070         8719         7648         5233         9097 
## 1.720400e-05 1.679720e-05 1.118736e-04 9.089166e-06 6.467585e-05 
##          424         1004         2414          857         9997 
## 1.016799e-04 1.665997e-04 1.968691e-06 2.551440e-04 1.360506e-04 
##         7021         9279          932         7310         9045 
## 2.395882e-05 1.400096e-04 3.732871e-04 5.149865e-05 7.154558e-06 
##         5715         7051         5579         1101         1349 
## 1.051810e-05 2.004263e-06 5.159991e-05 4.275542e-05 3.871338e-04 
##         8151          438           38         3468         7598 
## 5.193363e-05 1.958914e-06 1.009341e-05 1.753777e-07 3.170851e-04 
##         6132         9115         4906         7667         7412 
## 2.242255e-04 1.618119e-04 8.357879e-05 1.152202e-05 6.563214e-05 
##         9333         9717         9173         6182         5958 
## 3.712632e-04 5.497736e-05 2.434577e-07 5.597545e-04 1.999621e-06 
##         6334         2314         4360           67         8420 
## 4.800708e-05 1.144834e-05 6.970304e-06 1.351288e-04 2.543556e-04 
##         2698         7583           54         7413         4893 
## 6.999946e-05 2.235727e-04 4.587592e-04 6.957982e-05 2.247601e-07 
##         8029         8284         7360         2637         9073 
## 9.352458e-05 2.143464e-04 5.660778e-06 3.473644e-05 5.603392e-04 
##         5062         4983         2620          763         3212 
## 4.814990e-06 6.905744e-07 2.542048e-04 8.487007e-05 1.059201e-05 
##         2744         9471         2058         3200         5685 
## 2.509447e-10 2.706367e-05 1.205233e-04 2.487578e-05 6.771134e-06 
##         9487         6650           29         7811         7851 
## 8.295857e-06 7.882899e-04 6.946586e-06 1.261931e-05 4.144306e-05 
##         9121         7999         2187         3949         8976 
## 4.857597e-05 5.700100e-05 8.335106e-06 2.287200e-11 5.067185e-05 
##         3187         9231         6896         4912         9782 
## 7.929777e-05 1.579063e-06 8.642327e-05 7.845351e-05 1.174404e-04 
##         5683         1130         4466         2843         4170 
## 6.096125e-05 1.979190e-05 1.026484e-05 3.899815e-05 6.454600e-04 
##         9815         8986         8560          807         9650 
## 1.211830e-05 2.312780e-05 2.928028e-06 1.107188e-05 2.340157e-04 
##          749         5014         5392          334         6314 
## 2.541916e-09 1.407710e-04 1.289692e-04 2.961173e-04 2.452234e-04 
##         5093         8389         8542         1630         4692 
## 8.572554e-05 1.469289e-04 5.763365e-06 1.749846e-04 4.213189e-05 
##         6872         9463          213         4439         3512 
## 9.048052e-06 5.247902e-06 2.168801e-03 1.052935e-04 3.581845e-05 
##         6517         3163         5247         8344         3190 
## 1.396896e-05 7.959999e-08 3.815993e-05 1.668578e-05 4.775945e-05 
##          335          124         5953         8384         2638 
## 1.311047e-03 5.394768e-04 3.205616e-04 6.048337e-05 2.356888e-05 
##         4494         6103          318         4348         9119 
## 2.127822e-03 3.794271e-05 1.582797e-04 1.209264e-04 4.902938e-05 
##           16          906         4247         5719         5037 
## 1.283817e-04 8.520715e-05 1.317621e-04 4.524219e-05 3.893855e-04 
##          511         3852         6669         5657          782 
## 1.080458e-05 1.193176e-03 1.451776e-04 2.244800e-05 6.608346e-05 
##         4600         6376         8917         7588         2962 
## 2.342445e-05 5.303613e-05 3.038809e-04 3.755215e-06 1.306552e-04 
##         6783         6595         5474         7203         4631 
## 9.068138e-04 2.379690e-04 9.560075e-04 2.268386e-03 1.293256e-05 
##         9449         2983         4119          479         6507 
## 8.046992e-05 2.093664e-04 4.049549e-04 2.118870e-04 3.574886e-04 
##         1478         9824         1994         5816         7524 
## 1.150314e-05 6.680218e-04 1.017520e-03 1.666736e-04 1.966712e-04 
##         7015         9451         6306         4625         9713 
## 1.169060e-05 1.767966e-04 1.060878e-05 6.075837e-05 3.219084e-05 
##         1244          271         3235         1540         4149 
## 5.886956e-04 1.206538e-05 1.009449e-05 2.887218e-06 3.383088e-04 
##         5315         9017         1903         1239         2010 
## 9.556778e-05 2.353112e-04 2.341939e-05 2.906762e-05 1.822784e-04 
##         4476         9389         7012         3583         2161 
## 4.596565e-05 1.388483e-05 1.876578e-05 2.356071e-05 1.369189e-05 
##         5518         8454         1984         7763         1078 
## 6.746633e-04 5.432370e-07 3.976218e-04 5.257018e-09 3.147213e-06 
##         9929         3340         6069         6106         6174 
## 1.238828e-08 3.766296e-04 8.342252e-06 4.738164e-05 1.423045e-04 
##         5614         3682          809          825         7777 
## 2.925496e-05 1.338909e-04 4.597544e-05 1.177682e-04 3.310111e-04 
##         9592         7461          887         5718         4384 
## 5.812754e-04 2.287785e-04 3.639736e-04 5.598718e-06 3.082956e-04 
##         2091         4668         5706         9259         8357 
## 4.424404e-04 3.285181e-07 9.138061e-05 3.105440e-04 1.457915e-04 
##         5032         3397         7736         1156         6191 
## 1.352032e-04 1.723805e-05 4.288269e-05 5.819519e-07 5.070962e-05 
##         8410         7217         3386         6894          392 
## 1.246431e-04 2.882842e-06 4.415423e-06 2.769786e-05 1.047294e-04 
##         1757          939          341         8559         9553 
## 1.203631e-06 2.479975e-05 7.190497e-05 7.236576e-05 6.050721e-05 
##         6466         3821         5777         4670         2426 
## 3.374949e-04 4.246908e-05 2.300690e-04 2.964339e-04 4.872542e-04 
##         7952          797         4269         4955         9426 
## 2.132568e-03 4.719828e-06 2.268743e-03 2.574716e-04 3.421152e-05 
##         2430         3690         4623         9099         6901 
## 4.318223e-06 2.179551e-04 3.060989e-04 1.536723e-04 1.265730e-03 
##         8777         7718         6092         4854         2478 
## 1.554286e-04 1.048086e-04 8.714812e-06 3.404646e-04 9.992967e-05 
##         9502         9170         9019         8323         2772 
## 2.259251e-05 7.633936e-05 3.184782e-07 7.754626e-05 8.996696e-05 
##         6433         7739         4624         9427         9906 
## 4.262503e-04 1.298700e-04 9.816509e-06 3.423330e-04 1.371890e-04 
##         1606         4910         1810         8088         5453 
## 2.215613e-05 1.712102e-04 2.002887e-03 1.265841e-08 4.283934e-04 
##         9082         3481         5844           96         3965 
## 3.913601e-06 3.350081e-06 2.217551e-04 1.521346e-05 5.210778e-06 
##         7508         3570         3766         8747          951 
## 3.451027e-06 1.026469e-04 9.802055e-05 8.988079e-05 2.394195e-05 
##         3147         3750         9775         5656         7480 
## 3.644884e-05 2.348787e-04 2.338452e-04 2.098642e-04 4.387586e-05 
##         2799         2403         3090         1852         4078 
## 6.313427e-05 4.003769e-06 9.503659e-05 6.744148e-07 2.572267e-06 
##         9761         8962         8856         1303         6295 
## 2.549966e-05 1.328305e-05 8.222532e-06 1.818547e-03 1.534538e-03 
##         7928         1586         3783         2017         3473 
## 6.009517e-04 1.390798e-04 2.458431e-05 3.977439e-04 3.463071e-04 
##         8969          779         1759         6044         5497 
## 3.208792e-06 2.061414e-04 1.125142e-05 1.077073e-05 5.823868e-06 
##         4139         5703         7978         1811         7745 
## 2.171939e-03 1.271440e-04 1.214713e-04 1.052913e-04 5.882690e-06 
##         4383         6999         1963         4156         2088 
## 1.550327e-04 7.466971e-05 6.650827e-05 3.427557e-06 6.868318e-07 
##         9528         7417         9763         2308         1360 
## 5.036185e-07 4.575177e-07 1.129823e-04 4.829964e-04 2.159665e-05 
##          804         1452         7429         6973         8142 
## 4.347403e-04 3.303865e-06 4.128360e-04 1.381961e-05 2.440465e-05 
##         6804         4484         3860         8510         7818 
## 8.957220e-04 1.269755e-05 8.244059e-05 3.943253e-04 2.010774e-05 
##         4519         7033         1734         2225         6379 
## 2.361833e-06 2.268779e-04 1.526243e-04 2.343743e-05 1.087785e-04 
##         7125         6575         1937         9207          103 
## 1.105244e-05 3.347425e-05 1.721453e-04 2.114762e-04 3.246506e-04 
##         2196         7220         4567         2720         4926 
## 8.489885e-06 1.786901e-05 5.282600e-05 4.293159e-07 2.686506e-04 
##          968         7141         2932         1241         2142 
## 4.335525e-06 6.871020e-06 4.016009e-05 1.757507e-04 7.804465e-04 
##         8546         9745         9381         6505         4880 
## 5.186988e-05 2.284423e-06 6.450325e-05 8.378284e-06 8.011853e-05 
##          250         9606          136         7479          402 
## 1.461333e-05 4.352953e-06 5.767588e-05 1.000195e-03 2.656976e-04 
##         6726         7542         2675         3177         1505 
## 5.441557e-06 2.181437e-04 7.169298e-05 2.326448e-05 9.134910e-05 
##         5298         6680         6030         1006         9477 
## 1.656514e-05 2.305399e-05 8.718931e-06 1.216304e-04 3.619184e-04 
##         3789         9356         1442         6704         6532 
## 6.110329e-06 6.273734e-06 3.737335e-05 3.714862e-04 4.642157e-05 
##         1286         1710         7452         5395         1424 
## 2.879908e-05 1.612204e-04 4.044411e-04 2.817267e-04 1.007715e-04 
##         4195         9364         6807         4698         2436 
## 2.056116e-07 2.570406e-03 6.811446e-05 5.035221e-05 1.265599e-05 
##         1627         5299         9504         2545         8593 
## 5.306178e-06 2.124786e-06 1.196963e-06 8.509073e-06 1.496377e-05 
##         1049         4264         2758         8561         9316 
## 1.155970e-04 5.279221e-04 4.919648e-08 7.362427e-05 4.198649e-04 
##         1474         6750         8995         2304         5832 
## 4.877056e-05 1.727148e-04 1.013280e-03 1.879344e-05 8.633644e-07 
##         3534         5813          270         9891         8569 
## 1.535327e-04 3.085704e-04 1.185262e-05 9.153245e-05 5.839072e-07 
##         2325         3427         2429         8073         1969 
## 3.671416e-05 2.064447e-04 9.914826e-05 5.198844e-05 4.538790e-07 
##          199         3803         3341         7346          864 
## 5.095878e-04 2.895651e-05 1.776095e-05 3.077959e-04 3.977994e-06 
##         9509         6955         3321         2677         3799 
## 3.791534e-05 2.058663e-04 6.994841e-05 1.020249e-04 1.081321e-04 
##         9838         8942          620         6800         9861 
## 1.279311e-04 3.852932e-04 1.008650e-04 2.167108e-04 2.023054e-05 
##         5112         5157         2469          933         5595 
## 1.210282e-05 1.456952e-05 1.871663e-05 2.741489e-06 1.382196e-08 
##         5248         9072         2712         7697         5628 
## 1.736308e-05 1.774887e-04 5.553551e-05 6.358600e-07 4.513002e-05 
##         5150         9513         7887         9399         8834 
## 1.840628e-04 8.453560e-05 3.677308e-04 6.521887e-05 1.319947e-04 
##         4587         7325         9195         6668         2623 
## 8.953946e-05 1.537086e-04 1.358313e-05 4.785902e-05 1.095116e-05 
##         3006          948         8233         6840         5156 
## 1.823258e-06 3.500206e-05 1.605733e-06 2.511492e-05 6.135623e-06 
##         9807          340          828         1184         2055 
## 2.265916e-04 9.568253e-07 3.833855e-05 1.044823e-04 3.655728e-04 
##         2386         9661         1039         2531         2275 
## 5.035831e-06 5.364962e-06 2.381460e-05 7.925211e-05 4.721967e-06 
##         5366          568         7717         4752         6814 
## 4.276684e-05 2.629292e-04 7.386643e-06 3.559264e-07 2.811433e-05 
##         6720          810         6866          227           59 
## 5.039253e-05 2.172627e-05 4.984521e-05 4.831948e-05 1.321441e-06 
##         3768         9976         7613         6419         7902 
## 6.457273e-05 2.519102e-04 1.181156e-07 6.776226e-06 7.061966e-05 
##         3849         8358         5414         4650         6790 
## 5.443096e-05 5.602758e-05 3.428284e-05 1.142530e-05 1.014274e-05 
##         3762         4839          304         5373         1122 
## 2.592085e-05 3.920377e-05 2.708942e-05 9.015571e-05 1.526560e-05 
##         8742         9638         7509         4706         1489 
## 6.105140e-05 3.842916e-04 1.882458e-05 2.093148e-05 2.903096e-04 
##         5229         7115         5390         1450         5335 
## 9.026700e-07 5.832793e-08 6.222349e-06 2.949169e-04 3.545556e-06 
##         6877         5163         3822         9668          417 
## 3.973144e-04 9.491018e-06 1.278330e-07 4.079312e-05 2.229656e-04 
##         1667          316         4550         8724         2626 
## 1.638238e-04 7.634305e-07 6.280005e-09 1.784754e-06 4.748044e-06 
##         1935         2272         5088         7411         5986 
## 2.442371e-05 4.376908e-04 4.066482e-04 7.632274e-06 5.756816e-05 
##         2536          312         9759         2353         3932 
## 2.956970e-03 2.240226e-04 1.405124e-04 1.882994e-05 2.407474e-06 
##         2696         2742         8933          921         5686 
## 3.304142e-05 9.444648e-05 2.700860e-04 9.885209e-05 3.889008e-04 
##         2754         8195         7937         1323         6637 
## 9.492977e-05 5.058086e-05 9.751095e-04 3.293306e-04 3.031303e-04 
##         9292         3064         9725           51         6976 
## 2.651182e-04 1.203803e-03 1.127767e-04 3.037621e-05 2.383120e-05 
##         2216         9518          992          964         3192 
## 3.694447e-03 5.336327e-05 1.030748e-05 1.820952e-04 2.441297e-04 
##         5631         4964         8365         6936         6992 
## 1.742242e-04 2.626282e-04 5.280088e-06 1.041966e-05 4.901510e-05 
##         7518         1298         4067         5538         1127 
## 7.597161e-04 2.773813e-05 1.145203e-04 8.807753e-07 6.617776e-05 
##         7670         2184         2989         6290         6374 
## 1.883909e-04 7.427819e-06 6.701126e-05 2.234628e-04 1.649582e-04 
##         2197         3067         2411         2032         3405 
## 3.924266e-06 1.817547e-07 1.291196e-07 9.389570e-06 6.447313e-07 
##         7807         2895         5378         7035          832 
## 2.217264e-04 4.079685e-06 1.371068e-06 1.447909e-04 5.232643e-05 
##         2905         4352           42         4902         3194 
## 5.816124e-05 3.095160e-04 1.349360e-04 9.482601e-04 5.356657e-04 
##         5722         8291         2697         2614          356 
## 2.228089e-04 3.208806e-06 5.301361e-05 5.592151e-05 1.029056e-06 
##         5204         9225         2869         1673         1062 
## 1.857598e-07 4.140579e-05 4.424762e-04 5.246739e-04 1.119980e-05 
##         5895         7979         2694         8513         5767 
## 2.569447e-04 1.300742e-04 1.403703e-04 4.907575e-05 5.888129e-05 
##         2819         5227         4359         7529         5990 
## 2.187348e-04 4.931155e-05 2.856566e-04 4.737037e-05 9.006645e-06 
##         6207         5529         4641         7560         8177 
## 2.144547e-05 1.406399e-04 6.746087e-06 4.322775e-05 1.594200e-04 
##         5236         6162         4035          653         8734 
## 7.874545e-04 4.330011e-05 5.766601e-05 8.387638e-04 1.674061e-04 
##         4469         7947         7433         3816         1819 
## 6.047355e-04 3.552333e-05 2.191196e-04 1.092803e-04 1.472143e-06 
##         6194         1542         3050         9882         6145 
## 3.265914e-04 1.919352e-05 2.353327e-06 4.424783e-05 8.895709e-05 
##         7428          459         7922         5884         1292 
## 7.191404e-05 9.046116e-05 4.036425e-04 7.876481e-04 3.582553e-05 
##         1404         8175         8193         8058         6481 
## 1.368072e-06 2.918969e-05 5.483288e-05 6.626287e-05 1.767911e-04 
##         1317         3467          149         6391         7742 
## 9.444181e-05 3.794493e-05 5.568301e-05 6.532523e-06 3.644808e-04 
##         8996         7117         3809         3893         1949 
## 1.440460e-05 1.864551e-04 3.825944e-05 1.310501e-04 7.089760e-07 
##         4767         6664         6970         5318         7658 
## 2.387751e-04 1.539383e-04 3.636914e-04 4.665877e-05 1.348526e-08 
##         6803         4339         6619         9098         9748 
## 2.912769e-05 6.360427e-05 2.269562e-05 3.361459e-06 3.913990e-07 
##         4302         1222         6773         8259         4776 
## 1.266760e-07 3.039553e-04 7.579434e-05 7.531206e-04 1.384041e-06 
##         8034         2427         4827         3813         6826 
## 1.306086e-04 1.617945e-04 1.107230e-04 9.297243e-06 3.685044e-05 
##         9849         8047         4552         8140         3950 
## 2.830907e-03 7.305477e-05 4.693736e-05 1.249820e-05 5.356546e-05 
##         7039         8979         5493         2029         3627 
## 1.211547e-03 1.210022e-05 4.295071e-04 5.725471e-04 9.273954e-06 
##         1295         9871         8753         3947         2273 
## 3.720594e-05 4.668601e-06 8.557239e-07 2.967412e-04 1.936858e-05 
##         6597         1816         7451         3727         2966 
## 1.310078e-04 2.105559e-04 1.621279e-04 2.881191e-05 1.614781e-04 
##         5640         7238         2732         4446         8857 
## 2.185476e-05 1.788011e-05 8.951170e-05 2.050860e-04 2.398701e-06 
##         8806         2159          256         3238         3092 
## 1.608021e-04 3.623828e-04 7.917085e-06 3.062340e-04 3.240014e-06 
##         3595         6276         6134         5448         7946 
## 2.476201e-04 2.852242e-04 1.814754e-04 2.567550e-05 1.270071e-06 
##         5764         9248         1665         2177         4154 
## 5.530363e-08 5.655212e-08 7.657599e-04 1.379324e-03 4.857130e-04 
##         4431         7279         9230          349         7860 
## 1.489056e-04 9.455562e-06 2.241344e-05 1.330865e-04 2.620459e-04 
##         4468         6460         3954         7703         4691 
## 2.744830e-05 9.525546e-05 4.226866e-04 2.468819e-04 1.501152e-05 
##         4371         8592         5357         5805         6495 
## 3.779722e-06 3.518942e-05 2.417630e-04 1.027968e-04 1.766919e-03 
##         8787         1599         7240          175         2174 
## 2.163990e-05 2.226036e-05 1.731429e-05 8.735225e-06 6.146221e-04 
##         9318         6308         7834          664         3472 
## 1.939736e-05 3.954409e-06 1.048104e-05 9.091359e-05 2.430485e-04 
##         4267         6539         5965         2844          378 
## 7.012821e-07 1.930803e-04 3.025171e-03 9.348670e-06 4.340248e-05 
##         6446         2355         5440         1533         4517 
## 3.062496e-07 2.381893e-04 1.577345e-04 3.222971e-07 5.344848e-07 
##         8798         5532         4647         2760         9714 
## 3.707645e-05 4.157280e-05 2.948688e-04 3.907359e-06 2.461889e-05 
##         5554         5930         1792         2977         2332 
## 2.258622e-04 5.146853e-05 3.890508e-05 1.739702e-05 1.461789e-07 
##         7196         6696         8813          513         5102 
## 3.442023e-05 2.903851e-06 1.685623e-06 8.299973e-07 5.512849e-05 
##         7157         3354         7545         8631         7913 
## 4.843125e-05 7.193558e-05 2.055367e-06 4.655901e-04 1.945574e-05 
##         2724         2729         7895         4744         9909 
## 4.858260e-06 5.263088e-05 3.804222e-04 1.803566e-04 4.316170e-05 
##         5548         9050         3276          322         1218 
## 2.223087e-04 6.146324e-04 1.634890e-11 8.320984e-06 5.037798e-05 
##         1509          673         3216         9680         6453 
## 8.013649e-05 3.357544e-05 1.894934e-04 1.205744e-04 1.559424e-05 
##         7998         1735         5003         6257         2360 
## 3.511866e-05 3.509763e-05 1.975023e-05 2.985566e-05 2.874705e-05 
##         9888         2424         3865         4497         2445 
## 1.364766e-05 9.883776e-05 1.132880e-04 1.255154e-04 1.991677e-03 
##         2003         4970         8280         6693         3114 
## 6.309108e-05 6.579434e-05 2.171309e-06 1.294569e-04 3.502258e-04 
##         8727         4848         4284         5276            4 
## 1.677648e-04 1.661202e-04 2.241650e-05 3.420626e-05 6.927212e-05 
##         8084         2009         2172         3107         7951 
## 1.006985e-04 4.653753e-04 7.311099e-06 1.872284e-06 1.407373e-03 
##         9235         6041         3189         1881          854 
## 8.241633e-05 2.967664e-05 4.503723e-04 2.281790e-05 1.406267e-05 
##         4745         9557         4306         7775         3367 
## 2.558110e-05 3.913238e-06 8.746455e-05 2.678572e-06 2.261078e-05 
##         1733         8122         6792         7732         4890 
## 4.957398e-05 1.240528e-04 2.171497e-04 7.429862e-05 2.201160e-04 
##          228         9647         9881         1584          762 
## 8.366033e-05 9.537712e-05 8.799270e-05 1.202604e-06 1.193453e-03 
##          742         1266         2512         4844         5066 
## 1.477814e-05 2.062388e-04 2.181933e-04 1.027867e-05 6.095959e-05 
##         6501         9844          885         9523         9387 
## 3.921558e-05 1.702923e-05 6.131513e-05 2.049337e-04 9.292470e-05 
##         6758         5307          716         5467         9323 
## 1.986336e-04 2.823950e-05 2.747506e-06 8.523416e-05 8.597331e-06 
##         9428         5712          658         2639         3209 
## 5.325629e-05 5.940883e-07 5.831049e-05 7.920125e-05 4.669580e-04 
##         7665         1754         5070         6496         8525 
## 1.498962e-04 8.472020e-08 3.361594e-06 6.581983e-06 4.121835e-05 
##          151         5792         8190         9125         8311 
## 2.414530e-05 4.760257e-07 6.027013e-04 1.269303e-04 2.860585e-05 
##          355         6351         6200         9749         7924 
## 8.675267e-05 1.752855e-05 6.649573e-05 7.852826e-05 2.825244e-05 
##         7830          234          993         9869         8863 
## 3.622919e-05 2.060844e-03 5.794971e-05 6.210842e-05 3.741300e-05 
##         7616         4323           20         1587         2533 
## 6.875317e-05 1.011594e-04 2.187362e-04 1.080023e-05 3.322796e-05 
##         6629         4084         6582         1880         9770 
## 1.930682e-04 1.720337e-04 6.007177e-05 7.739820e-05 2.790715e-05 
##         8519         6429         7268         4654         2114 
## 1.578247e-05 2.162974e-06 1.405634e-04 4.078948e-06 3.880537e-05 
##         4010         6016         5057         7728         1495 
## 4.651603e-05 1.911011e-04 1.783939e-04 2.100128e-05 3.597976e-06 
##         1441         4209         7995         2725         6666 
## 1.049213e-06 4.660998e-05 1.526786e-04 2.379412e-04 5.876838e-06 
##         6342         8839          830          494         1634 
## 1.529152e-05 4.493577e-05 9.359492e-05 4.126070e-04 1.925382e-04 
##         9139         1185         7987         7640         4142 
## 1.000178e-04 1.173863e-04 3.552327e-05 2.324347e-05 8.818793e-05 
##         3075         5404         8019         3024         1425 
## 5.699184e-04 1.364776e-05 8.593389e-05 3.191642e-04 1.525405e-04 
##          723         2131         8706         3447         8086 
## 5.396571e-05 7.148412e-04 4.963146e-05 1.777159e-05 3.180369e-05 
##         6156         8391         7831          838         6868 
## 2.462050e-04 3.583074e-05 2.574881e-05 9.134664e-04 3.907283e-06 
##         9700         9247         8651         8823         2770 
## 3.629821e-05 9.625376e-04 2.630058e-05 1.469064e-05 1.231182e-04 
##         2684         4904         4012         5837         7530 
## 1.030835e-04 2.017368e-05 3.120633e-06 9.693603e-05 1.298393e-04 
##          941         5418         7396         1650         3245 
## 1.357703e-05 8.581924e-05 3.817058e-08 5.700893e-05 7.379987e-05 
##         2806         1274         9855         5064         1968 
## 6.702300e-05 1.648549e-04 4.489599e-05 1.077934e-04 8.304328e-05 
##         7791         6915         7600          196         4375 
## 1.325891e-04 5.004076e-07 5.774660e-05 2.822377e-04 1.468589e-05 
##         3308         7124         4528         2455         5319 
## 4.347549e-05 1.956402e-07 2.970835e-06 7.655273e-05 4.326572e-05 
##         3582         1912         8412         7094         7910 
## 2.688523e-06 4.399654e-05 5.359302e-05 7.752804e-05 5.700273e-07 
##         6058         9202         5653         8527         3395 
## 2.848548e-04 6.488914e-05 3.413468e-06 4.097487e-05 1.010491e-05 
##         1371         1136          903         5175          146 
## 2.893213e-04 5.166114e-05 2.399289e-05 5.855647e-06 7.718596e-05 
##         9898         4418         3088         9900         5754 
## 1.827877e-04 5.318758e-05 2.555874e-05 8.913892e-05 5.679233e-05 
##         4326         9703         2838         8749         2813 
## 1.036469e-03 4.575976e-05 2.226447e-05 1.067551e-04 2.092369e-05 
##         1633         1513         1479         6799         2605 
## 1.989599e-05 1.490383e-04 3.707355e-04 1.869855e-04 2.781894e-06 
##         5753         7715         6879         3514         7906 
## 1.344755e-05 7.731746e-06 1.251706e-04 8.884259e-06 2.313576e-05 
##         1436         7146         4338         7981         4310 
## 1.440503e-03 7.154204e-05 1.536226e-05 6.463294e-05 2.267740e-05 
##         2363         6709         5164         2201         7676 
## 4.395459e-05 2.276509e-04 1.766038e-05 8.834847e-06 7.175821e-06 
##         4778         8940         6448         4989         9699 
## 4.735568e-06 4.246657e-06 4.691227e-04 6.844199e-05 1.368129e-04 
##         6267         4566         6519         8245         1672 
## 1.467127e-03 2.149929e-06 4.825084e-05 1.466848e-05 1.008328e-04 
##         3171         5044          150         5097          848 
## 5.352659e-05 1.338788e-09 3.832768e-07 2.869731e-05 4.240774e-05 
##         4721         7042         4534         1245          286 
## 1.009911e-04 1.499665e-04 4.423690e-05 8.698306e-05 3.040393e-04 
##         9651         5740         7517          660          514 
## 1.538243e-04 2.418274e-03 3.896818e-05 6.925164e-05 4.492365e-04 
##         7636         8675         9250          326         2148 
## 7.231993e-05 1.255992e-03 3.511931e-04 7.269319e-05 1.327334e-04 
##         9654         2970         2358         7243         8246 
## 2.594663e-05 2.901579e-04 8.401355e-04 1.384176e-04 4.815207e-06 
##         4069         9301         6777         5641         2366 
## 2.249492e-04 3.032560e-04 1.676648e-04 2.834230e-06 6.068137e-06 
##         4185         2834         6685         4266         8756 
## 3.370618e-04 2.119915e-05 7.870878e-05 1.147011e-05 1.732957e-06 
##         7590         1025         1261          966         3049 
## 9.879000e-05 3.249735e-05 1.646995e-06 1.894754e-04 5.888207e-05 
##         5609         5172         9450         7048         7654 
## 1.845891e-04 1.212333e-03 4.938052e-05 4.704183e-04 1.462885e-03 
##         3562         4860         7650         1377         6998 
## 7.772481e-06 1.098486e-04 8.739145e-06 1.307732e-05 4.197041e-06 
##         4465         6476         4391         1085         2858 
## 3.113954e-05 6.097564e-06 1.766989e-04 2.626698e-04 5.265563e-04 
##         3668         4017          274         5279         7390 
## 1.848275e-04 6.910106e-05 3.725986e-04 2.753608e-05 6.390057e-07 
##         1591         5379         6228         1183         2145 
## 3.433124e-04 1.410320e-06 1.455190e-05 1.533622e-05 1.344891e-04 
##         1537         1791         7332         1326         5158 
## 1.163508e-04 5.707413e-05 5.416356e-05 2.262812e-05 1.451270e-04 
##         8406         7531         1676         4571         8786 
## 3.031046e-04 1.348849e-04 1.063078e-04 4.363006e-04 8.405885e-07 
##         7986         5665         7407         1656         4524 
## 8.741271e-05 2.009559e-04 5.183919e-04 7.978866e-05 2.218197e-03 
##         9978         8641         2679         4186         8659 
## 2.273321e-06 2.163487e-06 6.223669e-05 1.351086e-03 5.027534e-05 
##         9339         3874         4171         1041         1154 
## 2.813868e-04 5.731680e-05 3.492795e-05 3.445174e-03 2.757320e-06 
##          912         9622          319         4334         1363 
## 5.838361e-05 2.710809e-04 8.974426e-04 7.758099e-05 1.190076e-04 
##          269         8530         8980            3         1220 
## 1.902438e-03 3.266442e-05 3.162865e-08 1.751332e-04 2.579702e-05 
##         4111         2543         2192         8332          412 
## 9.872466e-06 5.481957e-05 1.553339e-05 2.128933e-05 1.290283e-04 
##          506         5432          408         7903         6811 
## 6.688162e-05 1.796762e-05 1.246471e-04 9.516940e-04 1.677174e-04 
##         6939         6652         9578          880         5633 
## 1.222460e-03 1.649735e-05 4.517919e-06 6.267502e-05 6.037665e-06 
##         1531         3776         4934         4275         5302 
## 5.593500e-05 2.551387e-05 1.058236e-04 5.377045e-05 3.838798e-05 
##         5914         4809         8778         5018         3146 
## 6.260226e-05 1.021269e-05 3.885294e-04 1.920960e-05 1.187820e-04 
##         8578         6816         9005         6114         6399 
## 2.942372e-04 1.065017e-04 2.483128e-04 3.430759e-05 6.460192e-04 
##         8488          808         1835         5280         3540 
## 1.048951e-04 4.224364e-06 6.968392e-06 8.141181e-05 1.839335e-05 
##         9314         8829         2018         4463         9311 
## 1.684081e-04 2.564999e-04 1.786611e-05 1.005533e-04 5.960460e-05 
##         6904         7436         2771         2257         6208 
## 1.245126e-06 3.464913e-07 7.698956e-05 1.616990e-04 8.329506e-05 
##         8421         6109           25         5354         4487 
## 6.771203e-05 1.674722e-06 1.017308e-04 2.945392e-04 1.071630e-05 
##          959         4900         4869         7230         6858 
## 1.265574e-08 4.131046e-04 1.416963e-05 9.193686e-04 3.285205e-04 
##         6782         5075         3736         7191         1098 
## 2.733719e-04 1.667937e-04 7.532231e-05 2.303838e-04 1.841468e-06 
##         2912         3295         6167         2826         3474 
## 4.778381e-05 2.739134e-05 1.773596e-06 1.687368e-04 1.552213e-04 
##         6119         5230         2274         8345         2117 
## 4.714118e-05 1.235730e-04 2.535392e-05 1.437051e-04 1.876750e-04 
##         6095         2498         5908         3675         1727 
## 1.520631e-06 3.214231e-06 2.386233e-05 5.780992e-05 4.734329e-06 
##         5940         4401         5982         9586         4946 
## 6.443525e-05 5.624590e-05 3.303589e-07 1.015549e-04 1.963620e-04 
##         7077          135         3392         8401         6336 
## 3.044572e-05 4.924367e-04 6.350705e-06 1.113132e-04 3.014050e-05 
##         5854         6540         4340         9743          533 
## 4.236350e-05 2.000141e-07 1.127595e-04 7.050015e-06 1.433057e-04 
##          123         1866         2714         7209         3272 
## 2.514889e-04 4.337748e-05 8.227753e-06 5.999768e-06 9.444962e-06 
##         5491         3958         2472         6381         1204 
## 8.506297e-05 6.567459e-04 7.172261e-05 6.001963e-05 1.338822e-05 
##         2812         7849         8416          720         4304 
## 1.037686e-06 1.040263e-04 1.051203e-08 1.608444e-04 2.767923e-05 
##         1845         2589         2223         9894         2026 
## 1.374803e-04 7.701165e-06 2.392905e-06 1.273392e-04 1.213616e-04 
##         1514         4281         3053         9057         4088 
## 2.190574e-04 2.143192e-04 6.407936e-05 2.921244e-04 9.479783e-05 
##         5717          616         7912         8713         4076 
## 2.516806e-05 7.910825e-07 2.529213e-04 6.319151e-05 2.306367e-05 
##         1643         9833         2263         2484         2350 
## 7.638840e-04 3.517764e-05 3.709289e-05 1.069685e-04 2.178349e-08 
##         6392         4294         9779         7932         1341 
## 1.359716e-04 1.030084e-04 1.213039e-04 1.577928e-04 3.846962e-04 
##         8960         1840         9635         7615         3701 
## 3.355570e-04 5.896893e-05 1.669838e-04 7.060816e-05 9.636569e-06 
##         8898         4159         4120         3741         7897 
## 5.161091e-06 3.464954e-05 3.213853e-04 2.717846e-04 1.505801e-04 
##         8589         3294         8939         4687         7765 
## 4.033020e-04 4.860584e-05 1.977462e-05 2.087503e-04 3.597899e-04 
##         5348         9927         8285         8346         7403 
## 5.152289e-08 6.395227e-05 1.408426e-05 2.836659e-04 2.379966e-04 
##         6034         9885         3642         8440          767 
## 2.238218e-04 9.170576e-05 7.064303e-05 1.324222e-04 4.737141e-06 
##         9569         3376         4627         5672         5707 
## 4.753650e-06 1.914645e-05 9.348642e-07 8.638382e-05 1.122774e-05 
##         3868         3647         3452         2306         7630 
## 7.448664e-07 4.334885e-06 1.945242e-05 5.759497e-06 7.024406e-05 
##         3504         8977         1593         5945         6454 
## 1.794839e-04 9.679362e-05 3.801428e-04 6.181516e-05 1.235486e-04 
##         9974         5332         5962         3528         4732 
## 9.607867e-05 1.304049e-04 2.563062e-05 1.135307e-05 1.234397e-05 
##         3793          574         3166         2083         8752 
## 1.991198e-04 1.213519e-04 2.063947e-05 4.692410e-05 2.473796e-05 
##         3923         2716          649         9603         7370 
## 1.028576e-04 1.046080e-04 4.513998e-05 8.632138e-05 3.735962e-05 
##         4704         5570          851         1770         2113 
## 5.110729e-06 2.786555e-04 1.769858e-04 2.018493e-05 5.267434e-04 
##         8504         6008         5646         5330          877 
## 2.210463e-04 3.443335e-04 8.878425e-05 2.038404e-04 2.088861e-04 
##         5225         5365         8588           43         6769 
## 3.197241e-04 2.351516e-05 8.717519e-05 1.376845e-06 3.096777e-04 
##         9568         6736         7565         7263         1529 
## 9.621176e-06 3.061408e-05 1.043863e-05 5.950563e-05 1.101461e-04 
##         2307         6459         3808         7289         3902 
## 3.406601e-07 6.212848e-05 2.298729e-03 7.729030e-05 1.946900e-05 
##         5466         3058         2926         7168         8383 
## 1.626495e-05 7.974307e-05 2.974495e-03 8.579888e-05 9.296473e-06 
##         9943         8472         4711         6922         7783 
## 2.626634e-04 6.685663e-04 1.342196e-04 3.995746e-05 2.153192e-08 
##         7994         6918          263         7858         8219 
## 6.195826e-06 1.920059e-05 1.171134e-04 9.832312e-05 1.637487e-06 
##         1583         4020         7241         7410         3885 
## 8.462971e-04 2.881685e-05 6.926161e-07 2.080295e-05 1.111226e-05 
##          379         5634         3484         2690         1889 
## 1.629971e-04 9.413059e-04 8.727167e-06 1.349411e-04 2.976038e-04 
##         6766         8321         6681         7578         1642 
## 3.613935e-04 1.174832e-04 3.364047e-05 1.246481e-03 9.462319e-04 
##         1714         7526         4940         1075         2904 
## 2.178933e-06 7.421017e-05 8.912093e-05 6.272036e-06 2.261272e-04 
##         9180         2971         6715         7793          824 
## 3.991208e-05 4.813068e-05 2.302573e-05 2.690374e-04 1.665226e-04 
##         1036         7547          821         9184         1089 
## 5.139228e-06 2.165455e-04 1.055347e-06 8.498987e-05 6.433998e-04 
##         8392         4026         7438         3781         2397 
## 3.196951e-06 1.031352e-03 1.043115e-04 3.470049e-04 1.695396e-05 
##         2448         2828         9966         7882         8772 
## 1.473764e-04 5.156575e-07 7.194410e-07 1.572129e-05 3.923221e-04 
##         8850         1824         1692          650         6617 
## 7.638284e-08 3.675006e-08 1.126752e-06 8.858998e-05 3.529359e-04 
##         1884          672          475         5927         1709 
## 1.120205e-05 4.590856e-03 4.258893e-06 5.025379e-04 1.633630e-04 
##         1029         2961         8702         1074         2476 
## 2.606611e-04 8.626557e-05 3.725017e-04 3.234208e-05 1.328157e-04 
##         2946         8117         9331         6173         8134 
## 3.262767e-03 8.161718e-05 1.448457e-04 1.735931e-06 1.142942e-04 
##         8297         5177         3794         3641         7620 
## 1.229381e-06 2.454605e-05 2.193754e-04 2.151087e-05 1.980492e-05 
##         6746         4027         4443         5424         7358 
## 1.672910e-04 9.912303e-04 1.201529e-04 2.076820e-04 6.092829e-08 
##         1037         5760          958         8474         9438 
## 2.752811e-05 5.615872e-05 6.103457e-05 1.718825e-04 1.823509e-05 
##         1641         9251         5193         7099         1061 
## 3.899009e-05 8.352331e-04 2.044076e-04 3.969909e-05 1.940163e-06 
##         6372         3871         4648         9324         3160 
## 2.033994e-05 3.455221e-05 7.965495e-05 4.294284e-05 1.893743e-04 
##          682         7563         5806         3003         5613 
## 8.147817e-08 4.865352e-05 3.881719e-04 3.326032e-05 3.636105e-04 
##         8664         2530         2286         8661         5881 
## 9.616605e-05 2.118843e-04 5.340560e-04 9.121006e-05 6.423001e-05 
##         5073         6265         5126         6535         4722 
## 2.733141e-05 1.270330e-04 2.907724e-04 1.071589e-04 9.374188e-08 
##         1256         6001         1749         5629         2021 
## 3.160047e-05 1.674458e-04 2.225660e-04 4.719983e-07 1.420472e-04 
##         7323         2064          302         1793         5526 
## 7.866970e-05 9.942398e-05 3.647475e-04 2.378670e-04 5.769179e-07 
##         8601         2016         4256         4761         8952 
## 5.776045e-04 2.942197e-04 1.110945e-04 6.101634e-05 7.213764e-05 
##         9710         1226         3012         6702         4379 
## 1.541321e-04 2.887306e-03 1.354842e-05 4.129044e-06 3.142721e-04 
##         9879         6996         3807         4793         1939 
## 1.004483e-04 3.361626e-06 9.160909e-06 1.301181e-06 3.491862e-04 
##         9349         7318         9465         9037         7880 
## 1.391909e-05 6.935469e-06 1.649430e-07 1.424596e-04 1.031516e-05 
##            8         9071         7689         1103          956 
## 1.088069e-05 1.444439e-04 3.200819e-04 4.001498e-05 2.268262e-04 
##         3824          735         6907          273         7789 
## 2.951244e-04 6.992841e-07 2.190519e-05 1.110181e-04 1.086077e-03 
##         8966         5275          632         1660          846 
## 3.365371e-05 2.844235e-06 9.617366e-06 6.767902e-05 8.177855e-06 
##         2629         3241         3389         2764          159 
## 4.826260e-04 1.250235e-03 2.610875e-04 2.156953e-04 7.026410e-06 
##         2259         6465         5176         3758         5105 
## 5.729063e-06 4.738761e-05 1.256957e-04 8.270471e-06 9.457780e-04 
##         6339         1964         2139         1313         7457 
## 4.116758e-04 1.463016e-05 6.985432e-05 5.377033e-05 8.347446e-05 
##         9439         5174         2495         8276         6283 
## 8.380458e-06 3.106958e-05 5.398719e-05 2.213783e-06 7.029800e-07 
##          483         1931         5642         6294         4318 
## 2.683775e-04 5.070499e-06 6.065903e-07 1.301534e-04 4.020632e-10 
##         9698         6348         3500         1955         9163 
## 1.658835e-04 2.574561e-04 9.785610e-07 1.074926e-05 5.801344e-07 
##         6779         8022         2166         3011         7140 
## 2.215881e-04 1.196745e-04 2.822948e-04 4.337018e-04 4.533826e-05 
##         3640         1197         2515         4094          427 
## 3.215044e-05 4.988752e-06 7.124894e-05 3.261883e-04 1.543026e-05 
##         7227         2817         5799         2336         9988 
## 1.096471e-04 6.291629e-05 1.937424e-05 1.115908e-04 8.180529e-05 
##         2931         3081         4542         1941          636 
## 6.902664e-05 2.199202e-05 7.763091e-07 7.864484e-05 5.028577e-05 
##         4916         1027         8833         6657         6120 
## 9.479612e-05 6.663681e-05 3.289864e-04 6.888613e-05 1.434613e-04 
##         8203         8113         5762          868          457 
## 6.477125e-06 2.565401e-04 1.986408e-04 1.982020e-05 2.636159e-05 
##         9141         4725         9679         4851         2513 
## 1.227535e-04 2.031795e-04 7.344437e-05 1.484482e-05 5.560199e-05 
##         5026         4054         1003         1210         5790 
## 2.195370e-05 1.410764e-04 2.325904e-07 1.865137e-04 1.621257e-04 
##         9874         3135         6383         6776         9519 
## 7.141791e-05 2.759147e-05 6.669403e-06 5.653821e-05 1.126620e-04 
##         9118         1915          449         8692         4498 
## 3.194674e-06 1.128750e-06 1.587926e-04 2.067733e-04 1.117055e-04 
##         2249         3329          578         7982         5266 
## 1.664827e-04 4.472449e-09 5.254682e-06 3.258285e-04 8.242596e-06 
##         9415         9101         3724         7539         7503 
## 2.992387e-05 3.796028e-05 1.118723e-06 5.348113e-05 1.613509e-04 
##          714         9030         8531          488         8108 
## 1.818090e-05 5.785799e-05 3.789907e-06 4.318883e-04 2.170113e-04 
##          890         7917         3142         9923         6015 
## 3.112578e-04 7.217029e-05 9.862186e-05 1.125211e-04 1.569704e-04 
##         3307         9822         3161         1958         9527 
## 4.518003e-04 4.790449e-04 2.134666e-04 9.273572e-06 2.431003e-05 
##           39         9908         4071         8007         1290 
## 5.427008e-06 4.644760e-04 3.069605e-06 7.759278e-06 1.450946e-04 
##         5134         6536         9262         3176          928 
## 6.060106e-05 5.237637e-05 5.154796e-04 3.348284e-04 1.783470e-04 
##         4253         8202         1596         1839         5602 
## 4.916827e-04 4.625806e-04 6.788506e-04 9.922668e-05 2.718866e-05 
##         4425         8564         3417         1231         7673 
## 3.918370e-04 7.284188e-04 1.658038e-05 1.712145e-04 3.357815e-07 
##         9135          871         8498         1276         8614 
## 1.591523e-04 3.099642e-07 5.740959e-05 5.822984e-05 5.636267e-04 
##         3369         6258         7785         7302         3901 
## 2.380154e-04 7.368894e-04 9.787241e-05 1.000554e-04 5.803503e-06 
##         3478         2048         2713         2253         6640 
## 2.730131e-06 8.464573e-05 4.889150e-06 4.360800e-05 7.098421e-06 
##         6255          752         4661         1257         9228 
## 7.163009e-05 1.144327e-05 7.473426e-04 1.479722e-03 7.975154e-05 
##         4863          863         4433         1386         8098 
## 1.008396e-04 1.265914e-04 8.943880e-05 4.981880e-06 1.981822e-03 
##         7701         8315         2703         5288         4797 
## 9.719692e-05 1.026093e-03 6.839437e-05 1.018403e-04 5.687491e-05 
##         3026         2258         6703         2368         1861 
## 5.273197e-04 2.459092e-04 8.347665e-05 5.686479e-04 3.625497e-06 
##         6347         4249         7558         6824         1666 
## 2.348304e-03 6.622911e-04 2.819609e-05 1.999309e-05 4.740623e-05 
##         4273         9608         2728         6426         2100 
## 1.769470e-04 1.284957e-04 1.175809e-06 4.755157e-04 1.554874e-04 
##         5822          177         8853         8071         8790 
## 1.908989e-05 1.309628e-04 9.831843e-06 1.737534e-04 8.100880e-05 
##         6212         4597         1544         1380         8596 
## 3.367009e-05 2.731327e-05 3.098243e-09 2.235861e-05 7.286600e-06 
##         7490         9186         5555         1706         2887 
## 3.163786e-03 3.226153e-05 2.595452e-04 7.592078e-05 2.606612e-04 
##         2991          597         1046         5306         5182 
## 6.425568e-06 1.007375e-05 1.002271e-04 1.594159e-04 8.390945e-07 
##          208         4978         7128         5281         6452 
## 1.198968e-06 7.733311e-05 3.746499e-04 9.748595e-07 8.513900e-06 
##         7867         8906         5870         4908         6886 
## 5.408669e-04 3.092059e-05 1.085971e-04 8.137454e-05 4.317589e-05 
##         2822         4146         2266         7330         2875 
## 2.021690e-04 1.533175e-03 2.591857e-05 6.002201e-07 4.893898e-05 
##         3231         1600          528         9589          988 
## 3.307296e-05 1.762704e-04 3.231914e-04 3.061547e-05 6.408758e-06 
##         3513         7632          670          954         9411 
## 1.640372e-04 2.329975e-05 1.799695e-05 1.808531e-04 3.676550e-05 
##         9736         3619         4199         4479         8526 
## 4.642897e-06 5.027345e-05 3.757174e-06 1.593747e-04 1.786156e-04 
##          835         3637         1670         5906         7561 
## 6.725844e-06 3.664623e-04 3.513269e-05 2.860027e-05 8.288101e-04 
##         2651         1967         5582         4762         8273 
## 7.750168e-05 1.161044e-05 6.389929e-06 8.294485e-05 2.043271e-04 
##         5519         5887         1248         4282         9458 
## 4.552416e-05 6.314694e-05 7.507612e-06 3.317399e-04 7.312569e-05 
##         8580         2810         7967         9327         6821 
## 1.952052e-05 2.345334e-05 7.477253e-05 2.469409e-04 2.400635e-09 
##         1459         1023         7100         3775         7293 
## 1.645949e-04 9.801515e-06 1.768377e-04 1.505427e-05 2.149602e-04 
##         5833         7225          710         6369         7074 
## 6.598306e-06 8.899138e-06 2.958044e-04 4.394641e-04 2.069451e-05 
##         4243         5074         3110         5971         7026 
## 1.163788e-03 1.357741e-04 4.862663e-05 2.491339e-04 1.299032e-04 
##         5651         6102         4630         8063         3998 
## 2.935664e-04 3.725213e-04 1.738991e-04 2.851970e-04 5.125239e-05 
##         7075         3001         7272         5535         7144 
## 2.078539e-05 8.852389e-06 3.230578e-04 2.683315e-04 2.583330e-06 
##         8884         9296         3020         5142         4913 
## 4.026497e-05 3.122312e-05 2.042994e-04 1.001183e-04 1.151789e-04 
##         5618         2059         7046         2390         1971 
## 5.611812e-05 2.328542e-05 2.405082e-04 1.335316e-04 3.232846e-05 
##         4872         3899         1269         4532         6953 
## 5.924128e-05 2.748149e-05 3.558691e-05 7.871893e-04 5.572985e-04 
##          934          261         7185         7826         9993 
## 1.821416e-04 2.154964e-04 1.171126e-04 4.656702e-06 1.944165e-04 
##         5588         9040         1777         7806         2974 
## 5.652319e-06 3.996026e-04 6.362450e-05 7.491090e-07 5.742153e-05 
##         6673         8419         5388         4760         4710 
## 3.047308e-04 1.248961e-04 2.301847e-04 1.389902e-04 7.348561e-07 
##         7976          675          253         6284         7119 
## 1.645583e-05 9.259230e-04 7.188225e-05 8.022460e-05 3.479481e-04 
##         1475         9388          973         5698         8024 
## 1.839008e-04 1.611985e-05 1.279841e-05 2.975553e-07 3.999218e-05 
##         4585         7993         3657         8289         7770 
## 4.562077e-05 1.193145e-08 1.808633e-04 1.802717e-04 3.926999e-05 
##         4791         3456         8686          535         4255 
## 1.785532e-05 2.157848e-04 1.672371e-08 2.266362e-06 2.294827e-04 
##          460         7001         9595         2165         4866 
## 5.280575e-06 1.048299e-04 6.475477e-05 5.273617e-05 8.150756e-05 
##         3439         3485          155         2401         6636 
## 9.358054e-05 4.895740e-05 1.995937e-04 5.216004e-04 2.103336e-04 
##         4096         7611         3060         7889         4461 
## 8.147505e-06 2.740375e-05 1.026588e-04 3.394730e-04 1.352839e-05 
##         3832         9039         9127         7426         3712 
## 1.854698e-04 8.080683e-05 4.783145e-06 8.279658e-06 9.417923e-05 
##         4361         6428         8600         1991         1278 
## 1.587384e-05 1.504425e-04 4.809475e-04 2.164475e-05 1.721941e-06 
##          118         1338         2129         1986         5662 
## 1.133398e-04 1.517957e-03 9.308503e-05 7.218419e-05 1.124152e-05 
##         9278         4351         5409         8848         9385 
## 7.943919e-04 1.227166e-04 8.249690e-05 6.374173e-04 5.721342e-05 
##         9227         2528         8306         5137         5041 
## 1.468758e-04 2.127077e-05 8.026656e-04 2.386973e-05 8.314089e-05 
##         7418         7067         2457         8570         9691 
## 2.850852e-06 2.248580e-07 8.815492e-08 1.110645e-05 1.049788e-05 
##         2406          798         7821         2918         8854 
## 2.081080e-04 1.486332e-06 1.168296e-05 4.836130e-05 2.285220e-03 
##         7170         7773         2391          110         8550 
## 5.550923e-05 2.654663e-04 1.705090e-05 9.571191e-05 2.766739e-05 
##         4889         8828         3237         8875         8541 
## 3.176357e-06 1.219696e-05 1.950073e-05 5.065930e-06 3.257810e-04 
##         8946          314          547         8904         6370 
## 3.088199e-07 1.734591e-09 6.860085e-05 7.322406e-04 2.766773e-05 
##         2836         4981         9535         6330         7491 
## 6.004324e-05 2.342252e-04 9.799528e-05 2.421841e-06 1.046184e-04 
##         9655         6221         7642         5741         3274 
## 4.410428e-05 6.803767e-05 4.454223e-05 1.824487e-05 1.700857e-04 
##         6305         9706         4070         2855         6795 
## 2.171163e-04 3.648164e-04 2.010761e-06 1.129281e-04 7.959367e-07 
##          569         5591         2594         3293          703 
## 4.665783e-05 2.907602e-05 6.341825e-05 5.877233e-06 5.047435e-05 
##         4127         8338         7034         8207         8755 
## 1.176723e-04 6.122864e-05 3.991741e-05 2.128489e-04 1.978271e-04 
##         2067         9376         8762          561         3388 
## 1.481383e-04 7.021511e-05 6.658689e-04 1.258088e-05 4.373084e-05 
##          185         6421         7098         7920         1554 
## 9.672924e-05 3.145517e-05 1.007767e-04 3.486912e-05 2.858865e-05 
##         2613         3959         3401          879         4227 
## 1.474764e-04 7.265949e-06 1.514594e-04 8.374661e-06 4.804310e-05 
##         8900         2433         8409         4004          400 
## 6.338391e-06 1.291676e-04 1.835538e-04 5.670168e-05 1.541201e-03 
##         6068         3431         3725         7609         4118 
## 2.506895e-04 1.388157e-04 2.299425e-04 1.764664e-04 4.466916e-05 
##         2537         1329         3230         3909         1070 
## 1.650708e-04 3.936685e-05 1.572659e-04 4.495092e-05 8.387171e-05 
##         6415         7416         7900         1234         8413 
## 9.795472e-05 5.505465e-06 2.451181e-05 1.234708e-06 9.186691e-04 
##         8476         4634         8049         8450         3096 
## 6.890310e-04 6.030069e-08 2.141043e-04 5.372290e-05 9.923903e-07 
##         5257         5399         6244         6177         8005 
## 3.268159e-05 4.187560e-04 5.055914e-05 1.334382e-04 2.272598e-05 
##         9315         2802         3449         3782         3994 
## 1.688128e-04 4.768868e-05 3.302899e-04 6.131491e-05 1.644430e-05 
##         3992         2755          866         5868         3596 
## 1.406860e-04 8.284262e-05 2.040218e-05 9.791547e-09 7.425135e-06 
##         2089         9353         4543         9167         8119 
## 5.114816e-05 1.107063e-04 9.580779e-06 9.712861e-04 1.353346e-04 
##         4607         3402         3009         9342         3300 
## 3.233101e-04 2.749878e-06 3.325525e-04 2.881710e-05 2.773781e-05 
##         1527         7879          781         5361         2827 
## 2.160975e-05 6.733356e-05 2.091704e-05 1.107329e-04 3.461503e-04 
##         1657         8529         9271         5730          644 
## 1.622083e-05 3.971585e-04 1.707899e-05 6.457290e-06 8.976004e-05 
##         8822         2567         4601         1355         9023 
## 1.874181e-04 2.376209e-07 2.848621e-05 4.991412e-06 6.305729e-05 
##         3229         5244         7735         4505         3199 
## 6.280349e-05 4.924933e-05 1.172700e-05 1.126625e-04 4.143138e-04 
##         3842         8964         6946         2994          984 
## 2.371979e-06 9.509453e-05 6.458315e-05 1.013667e-05 5.524074e-06 
##         2470         5189         2779         8496         4905 
## 5.861108e-06 5.232822e-06 8.517010e-04 5.642612e-05 5.653603e-06 
##         6398          936         4107         7677          166 
## 1.788240e-05 1.325992e-05 2.802250e-05 1.165886e-03 1.640895e-03 
##         4220         1000         4331         1383         8222 
## 3.356973e-04 2.576012e-04 2.350934e-04 2.039694e-03 1.107374e-04 
##         6903         7394         3250         6591         9482 
## 1.019785e-07 1.525062e-04 1.111448e-04 5.555899e-07 7.489282e-07 
##         4620         3493         9629         2705         9916 
## 1.003252e-05 1.278850e-04 1.192522e-05 2.071916e-04 1.118646e-04 
##         5644         6830         6562         1361         5975 
## 2.119050e-04 1.855149e-05 1.849953e-04 6.278854e-05 1.796268e-05 
##         1813         2228         4688         8817         1686 
## 2.979528e-05 5.239659e-05 7.448557e-05 1.479764e-04 2.724556e-04 
##         5817         9525         2627         7446         8136 
## 2.007816e-05 1.989615e-04 6.409184e-05 3.113686e-04 1.594873e-06 
##         5269         9206         6967         6113         3404 
## 1.883244e-04 8.300207e-05 4.145323e-05 9.211326e-07 1.847808e-07 
##         5746          799         6065         8148         9336 
## 4.787712e-04 5.150571e-05 2.347426e-04 1.627470e-04 1.425895e-05 
##         7744         8181         6810         4217         4907 
## 1.600226e-03 1.502895e-05 1.275552e-04 5.939186e-06 1.581383e-04 
##         7401         1683         5756         6885         9366 
## 2.639019e-05 1.096822e-04 8.675344e-05 1.077599e-04 6.998506e-05 
##         3692         9261         6363         4559         8733 
## 1.004034e-04 4.918059e-05 7.465388e-05 3.815203e-05 7.240299e-05 
##         4412          423         2206         3309         8665 
## 8.109316e-06 6.111909e-05 1.532803e-04 3.920660e-05 1.941768e-04 
##         5217          626         8278         5527         5605 
## 1.345044e-04 3.499556e-06 3.255235e-05 4.340633e-05 1.160595e-05 
##         6631         8125         7942         8458         9730 
## 5.338431e-06 6.973836e-04 1.584204e-06 8.201147e-05 7.395019e-05 
##         2036         3936         5443         5666         2587 
## 1.738217e-04 5.439584e-05 2.287022e-06 2.660365e-04 4.586474e-04 
##          455         3292         3811         9212         4972 
## 9.094523e-07 1.062628e-04 5.587290e-05 2.623504e-05 4.585466e-05 
##         1370         3348         7972         4202         3312 
## 2.610517e-05 1.007300e-04 2.086912e-05 3.386226e-06 5.981529e-05 
##         8743         2773          169         5977         2960 
## 1.069329e-04 2.854285e-06 2.391621e-05 4.257505e-05 6.204408e-04 
##         3151         5039          612         8501         8485 
## 1.261666e-06 1.785020e-05 2.591695e-05 6.221860e-06 2.891204e-04 
##         7405         6522         9605          197         3339 
## 2.643803e-06 7.611126e-05 1.365101e-04 6.349938e-06 6.686525e-05 
##         7925         7354         6354         9626         3164 
## 1.586863e-05 1.965311e-04 6.771616e-06 7.931386e-05 1.307399e-05 
##         3984         2924         6171         2667         9675 
## 6.739008e-06 1.456021e-04 1.234138e-04 2.655965e-04 1.286048e-04 
##         3925         3213         9598         3306         1120 
## 2.130329e-04 8.655377e-07 2.948030e-04 2.631453e-05 1.448184e-06 
##         3667         3330         8497         3089         4440 
## 1.302580e-04 2.767422e-07 1.886416e-04 4.522124e-05 6.425415e-05 
##         4236         2951         9375         4539         3136 
## 1.036969e-04 2.892934e-04 9.169110e-06 5.657770e-04 9.392931e-05 
##         8944         6183         2269         5638         7236 
## 3.641554e-04 4.296459e-04 5.769284e-04 9.478514e-05 9.795991e-08 
##         3291         4527         3554         1208         4595 
## 5.978343e-05 9.952329e-05 2.158323e-04 1.404742e-05 2.205336e-06 
##         1826         7292         6352         3021         5206 
## 3.996129e-05 1.204577e-04 4.972873e-08 2.261408e-04 7.684670e-08 
##         7515         4432         7746         2240         2349 
## 8.254788e-07 8.784842e-05 9.670830e-05 1.073405e-04 5.041668e-06 
##         2468         5035         7921         7134         6587 
## 3.399524e-06 6.294016e-05 1.200164e-04 3.907080e-07 5.796425e-04 
##         2079         8537         8255         5932         8169 
## 4.444677e-05 4.903059e-06 4.654664e-06 6.134671e-05 1.788146e-06 
##         3907         3545         2300         8044         5786 
## 5.722963e-05 1.157477e-05 1.643890e-04 4.820707e-06 1.069289e-05 
##          707         8299         5531         8078         3381 
## 9.386481e-06 1.883581e-05 1.504987e-04 3.462382e-05 2.744969e-06 
##          633         6861         7511         5891         5045 
## 7.527870e-05 2.138774e-04 1.462663e-04 9.271357e-05 5.162168e-05 
##          542         1215         4516           70         2181 
## 5.745308e-06 1.174786e-04 1.184564e-04 2.315199e-05 2.044886e-05 
##         9233         3749          690         7809         4733 
## 7.185693e-05 4.430118e-04 6.711298e-06 3.387592e-06 1.905875e-04 
##         9246         9344         9831         4430         7123 
## 9.546148e-05 6.350866e-05 1.343874e-04 4.571487e-05 1.846846e-05 
##         9724          287         1484         3134         1535 
## 2.112778e-04 1.743481e-03 6.331958e-06 9.632293e-06 1.524530e-04 
##         6745         4822         3847         3022         9253 
## 3.688567e-04 9.198486e-05 6.227115e-05 2.032087e-04 1.294671e-04 
##         2054         6926         7822         3343         2571 
## 2.238561e-04 5.120957e-09 3.416247e-06 1.104466e-04 3.260832e-04 
##         8882         7576         1272         9787         6122 
## 1.803232e-04 2.488020e-04 1.676867e-04 2.994165e-03 4.681060e-05 
##         2284           34         7483         7582         9440 
## 1.816223e-05 3.817922e-05 4.186327e-04 3.974869e-05 5.575936e-08 
##         5170         7478         6480          667         5923 
## 1.789022e-05 2.943589e-05 9.211975e-04 6.124359e-06 2.580973e-04 
##         8744         1924         5271         1243         9953 
## 3.863396e-06 1.584453e-05 2.916282e-05 1.987165e-04 1.235315e-04 
##         9043         9718         7023         2634         2364 
## 1.586975e-04 3.769674e-05 7.331529e-05 5.898320e-05 5.590848e-05 
##         1725         1287         4138         5871         4538 
## 1.399929e-04 1.293709e-06 1.524131e-07 1.261540e-03 1.978652e-05 
##         9990         8089         1618         4800          272 
## 1.839818e-04 4.897815e-06 2.757732e-05 5.111549e-08 4.048169e-05 
##         2431         6462         5016         8317         1887 
## 5.105123e-04 3.901076e-04 3.283604e-05 2.450795e-05 1.604117e-04 
##         7872         1034         9042         3201         1230 
## 5.019500e-06 5.540515e-05 7.287742e-04 8.708967e-06 3.286190e-06 
##         4280         4834         5739         6259          165 
## 6.826894e-05 5.396160e-05 1.183466e-04 2.173152e-07 1.504132e-06 
##          405         4396         3703         6286         1238 
## 5.646196e-04 4.489444e-05 3.325919e-05 2.807588e-04 8.669595e-05 
##         7069          905         7874         1126         5152 
## 6.989597e-05 7.304911e-05 1.605861e-05 3.211530e-04 1.501524e-07 
##         1040         2915         8167          429         8545 
## 4.996798e-05 1.181981e-03 1.805360e-05 2.680231e-04 3.402289e-04 
##          456         1473         8925         9320         5506 
## 5.972095e-04 5.887306e-05 9.220388e-04 6.970109e-05 1.118268e-05 
##         3366         1637         2409         3597         5752 
## 4.966053e-06 3.327872e-06 4.919183e-05 3.215676e-05 5.300822e-05 
##         9857         7317         5874         5159         8296 
## 1.322860e-04 4.702874e-06 5.980108e-06 3.623182e-05 1.037320e-04 
##         5716         5186         5212         6838         2361 
## 5.958880e-06 7.410099e-05 4.290468e-04 8.621324e-05 5.608951e-05 
##         1201         8307         7629         9746         5120 
## 5.477565e-05 6.598780e-06 1.638727e-04 1.438354e-05 1.406424e-05 
##         7029         6832         7081         6401         3211 
## 2.458291e-07 1.358076e-05 7.777579e-06 3.439539e-05 1.505312e-05 
##         2492         5337         8678         2523         9884 
## 3.884939e-05 1.913197e-06 2.098858e-03 1.397928e-07 2.266336e-05 
##         7175         5223         6891         9640         6503 
## 8.165694e-07 1.697684e-04 9.456378e-05 5.374817e-05 9.457696e-06 
##         3301         5925         7062         2248         8396 
## 1.696854e-05 2.781560e-06 9.679254e-06 6.723763e-05 3.717095e-04 
##         2615         2863         3938         8793         1789 
## 6.487982e-05 3.800685e-05 2.918837e-03 1.360993e-07 2.445263e-05 
##          728         5218         5562         7878         5024 
## 1.592541e-04 7.957083e-06 3.607528e-04 2.127803e-06 5.256036e-06 
##         7869         2233         9362          543         2132 
## 6.601700e-05 2.431985e-04 4.327723e-06 4.384038e-04 2.034696e-04 
##         7344         1654          309         9003         9667 
## 6.736679e-04 2.885009e-05 1.649151e-04 6.023464e-05 4.356773e-06 
##         4903         1035         9628         3078         1517 
## 3.499566e-04 1.168776e-04 2.029336e-04 2.343896e-05 4.690201e-05 
##         8120         1432         2489         6007         5143 
## 9.737717e-05 1.557659e-04 2.187512e-04 5.752444e-04 8.713633e-06 
##         3179         3159         4023         1578         8204 
## 1.313593e-04 1.435719e-05 6.077884e-05 1.574189e-06 1.761948e-04 
##         2340          115         3113         3884         1342 
## 1.273524e-04 8.240535e-06 1.392455e-05 3.434793e-05 1.744224e-04 
##         1664         9772         7601         9456         3891 
## 4.250366e-05 3.418829e-04 4.426223e-04 7.855602e-04 1.682165e-04 
##         3739         3503         6316         5820         7768 
## 2.968469e-06 6.812188e-04 4.995831e-05 1.176699e-04 1.716821e-04 
##         5221         4826         6073         5974         4669 
## 1.869326e-04 1.910712e-04 7.252027e-07 3.137808e-03 2.874086e-04 
##         3240         5546         2574         4274         4671 
## 2.789628e-04 1.430910e-04 1.636342e-05 2.322011e-04 2.997038e-05 
##         8869          426         2061         7202         9721 
## 4.655279e-05 1.260101e-04 3.746947e-05 4.460693e-04 2.666002e-05 
##          884         2616          445         5313         9784 
## 1.288694e-04 3.428681e-04 1.963214e-04 8.195729e-05 1.421902e-08 
##         1490         8039           77         1691         3784 
## 3.552715e-04 1.028984e-05 4.699893e-04 4.486224e-06 8.650392e-05 
##         5630         5161         5910         9446         2992 
## 9.878399e-05 2.085765e-06 2.359903e-04 7.641005e-05 6.680932e-05 
##         1904         4690         8281         1358         8265 
## 9.469405e-04 2.178929e-07 1.552089e-04 1.837326e-06 2.250624e-04 
##         3613         6469         7562         4814         4635 
## 4.507539e-06 3.210526e-04 2.863661e-05 9.773290e-07 1.707205e-05 
##         5099         2130           95         8907         5749 
## 6.623054e-06 1.814681e-03 1.748896e-04 1.043176e-03 2.777037e-05 
##          170         5000         5238         9476         8816 
## 4.462617e-05 7.836340e-06 1.602321e-04 2.277915e-05 1.706406e-05 
##         8972         1297          990         1453          156 
## 2.340865e-04 1.964913e-05 1.277668e-06 2.885409e-04 8.185334e-05 
##         6317         2086           33         7386         5441 
## 3.924402e-05 1.705817e-04 6.457851e-05 7.060607e-05 8.433761e-05 
##         3916         4405         7409         7174         4525 
## 2.974176e-05 2.636143e-04 5.817503e-05 1.872528e-05 4.031795e-05 
##         9178         9963         7645         5079          307 
## 2.698729e-05 4.931504e-06 8.789353e-06 3.186474e-04 4.003470e-04 
##         8295         3023         3433         8187         1879 
## 2.141770e-04 2.387194e-07 2.121021e-05 7.706019e-05 1.768788e-05 
##         9903         7190         9773         2000         5509 
## 1.257602e-04 5.894090e-06 2.314179e-06 6.751125e-04 7.543934e-05 
##         4216         5141          895         1776         7580 
## 7.858780e-06 1.339311e-05 4.127217e-05 9.871600e-06 2.687548e-04 
##         6418         3722         4224         9222         9865 
## 1.975016e-06 1.586374e-04 5.039853e-04 3.188283e-04 3.800397e-04 
##         5190         9066         7328         7559         7380 
## 6.377878e-04 2.983885e-05 1.714746e-04 6.914116e-05 2.268196e-04 
##         2099         2440         7957         8652         2925 
## 3.137624e-04 5.259880e-04 2.176089e-05 3.351663e-05 1.153865e-03 
##         7954         3770         9462         2073         1695 
## 8.721456e-07 1.557025e-04 1.273526e-03 5.317803e-04 4.484369e-04 
##         2463         3000         3798         4885          551 
## 6.676393e-05 1.880171e-05 3.069749e-06 3.668598e-06 1.683474e-04 
##         4743         4557         9209         3126         8558 
## 4.925947e-04 5.924198e-05 7.220034e-05 4.185545e-06 2.404729e-05 
##         3420         5191         3302         4317         6524 
## 6.992508e-06 1.386012e-04 4.395936e-04 2.745735e-06 1.014924e-04 
##         1697         9390         8508         6778         4674 
## 8.186316e-05 8.246439e-05 2.752600e-04 1.084212e-04 7.992697e-06 
##         3083         3531         1359         2330         6585 
## 5.565345e-05 7.292545e-04 1.483256e-05 2.408965e-04 2.652244e-05 
##         2281         9808          904         6828         6075 
## 1.454113e-04 1.405991e-05 2.125317e-05 9.804582e-07 1.157364e-05 
##         2405         4771         1141         2913         2542 
## 6.670825e-05 1.016449e-04 2.622235e-04 7.281499e-07 3.375617e-05 
##         9025          179         6198         6464         8436 
## 6.453248e-06 2.865400e-04 1.564197e-06 5.191038e-06 1.662251e-04 
##         3057          909         6327         9404         1581 
## 1.890638e-04 3.583784e-05 7.128162e-05 1.245269e-04 3.345575e-07 
##         2727         4995         2514         3371         3025 
## 9.500465e-04 2.044873e-04 2.020233e-04 1.864600e-06 1.246875e-04 
##         9469          872         2109         5501         1118 
## 4.293878e-05 1.699390e-04 5.320813e-07 3.357303e-04 1.157275e-06 
##         1186          352         9094         7833         4141 
## 1.212840e-04 8.567380e-05 1.565160e-05 3.011135e-05 5.069790e-07 
##         8534         4257         1296         3413         8746 
## 1.411175e-04 4.620266e-04 7.442272e-05 6.584954e-05 2.111315e-10 
##         3394         1978          132          800         6275 
## 2.767671e-05 1.141709e-04 1.020151e-04 5.858273e-05 3.149505e-06 
##         7870         5765         4979         6787         6656 
## 7.058670e-06 1.277221e-03 3.284601e-04 8.795666e-05 1.604322e-04 
##         3432         7448         4649         2373         9937 
## 3.965691e-06 3.325929e-04 1.281106e-04 3.561790e-03 5.736420e-05 
##          637         4994         6273         8579         1518 
## 4.941155e-06 1.163097e-04 1.311992e-04 6.176809e-07 2.622982e-05 
##         4561         3700         5436         7037          512 
## 1.349441e-04 1.374144e-04 1.554769e-07 7.981560e-04 9.953446e-06 
##         6032         5260          609         8634         3957 
## 1.395475e-04 3.314158e-04 7.528344e-06 2.701009e-05 2.005475e-06 
##         1028         5846         1378         9392         4928 
## 1.420775e-04 2.647948e-06 4.956552e-05 3.547955e-05 2.706938e-05 
##         8268         1439         5001          489         9265 
## 1.155429e-04 2.569224e-06 4.273690e-05 5.280510e-04 4.904209e-04 
##         5838         2535         6738         9645         2292 
## 9.000850e-05 4.752309e-05 1.234157e-04 5.280167e-05 3.089962e-04 
##         5484         5060         2499          642         5850 
## 1.047402e-04 1.141404e-04 1.582682e-04 1.096761e-05 2.538012e-05 
##         5008         7774         4777         3634         8123 
## 1.946252e-05 7.675225e-05 2.766666e-05 1.367682e-04 4.160529e-07 
##         6699         9378         6014         4312         4056 
## 4.219565e-04 5.834339e-04 1.682083e-05 7.519697e-05 9.921219e-06 
##         6318          855         2043         3180         9160 
## 8.381677e-06 1.901755e-06 2.059593e-05 2.232701e-06 1.845273e-06 
##         3980           76         7261          685           63 
## 2.235477e-05 1.007297e-04 2.445094e-04 8.375709e-06 7.053056e-04 
##         4219          264         8621         3525         3318 
## 1.064293e-04 1.196461e-05 4.205565e-06 2.023525e-04 8.578753e-05 
##         5483         9641         5798         6802         1308 
## 1.562020e-04 1.557117e-04 2.976014e-04 7.442073e-08 2.518510e-04 
##         6367         9613         2606         3800         9813 
## 2.221770e-05 1.840788e-04 8.665136e-05 1.263458e-07 6.588083e-04 
##         9106         4675         7496         5572         2987 
## 1.955644e-07 2.884457e-04 7.665192e-05 2.547502e-05 2.807141e-05 
##          833         2573          881         6909         9240 
## 4.904523e-04 2.901460e-03 1.620681e-06 2.829635e-06 1.206236e-04 
##         9692         3615         7365         6735         2477 
## 2.734658e-04 6.431529e-06 2.365254e-05 5.773342e-05 1.744023e-05 
##         3604         3903         9468         9486         2435 
## 8.643186e-05 7.338768e-06 1.057313e-04 9.876663e-04 8.527197e-05 
##         6337         4180         1721         6057         7421 
## 8.135239e-04 9.752540e-07 6.123836e-05 9.622508e-05 1.498901e-04 
##         6360          332         3735         4773         9226 
## 1.634340e-06 3.833960e-07 1.013471e-07 1.807830e-05 1.063433e-04 
##         4643          750         4475         6248         4300 
## 7.176687e-07 1.652589e-04 1.251748e-05 4.063196e-05 3.583251e-05 
##         5359         8349         8116         4423         9744 
## 7.323755e-04 4.157847e-06 3.522660e-04 1.014807e-03 3.645688e-04 
##          560         3069         5343          530         5344 
## 3.046686e-04 8.402986e-06 2.341354e-05 1.421853e-05 3.366190e-05 
##         7447         4445         3744         1609         9405 
## 3.457983e-06 1.253540e-04 3.967984e-06 1.852429e-06 2.553354e-04 
##          333         2158         7213         3175         8372 
## 8.924707e-05 1.708672e-04 1.505145e-04 5.777925e-07 3.733543e-06 
##         3974         7395         1427         6625         1817 
## 9.744221e-06 1.472429e-05 5.050991e-06 1.108925e-04 2.992593e-05 
##         2451          911         9951         5755         4811 
## 1.306130e-04 7.342123e-05 1.309903e-04 2.231318e-04 1.273710e-05 
##         4457         1760         7027         5617         7442 
## 1.440467e-04 1.352718e-03 1.231281e-04 1.290468e-04 1.418227e-06 
##         4495         7980         8520         2517         3985 
## 1.421838e-04 1.589667e-06 3.550232e-07 2.001603e-06 1.798449e-04 
##         3265         9105         4748         1396         3943 
## 1.166722e-05 7.905787e-05 2.426009e-04 8.378160e-05 1.210960e-04 
##          926         7340         7071         5444         8586 
## 5.919215e-05 4.055626e-05 1.062023e-04 2.164957e-05 7.176344e-06 
##         3355         5011         3746         5880         4682 
## 4.413386e-06 6.436665e-11 5.112450e-04 1.253547e-04 3.403591e-05 
##         8244          661         9938         5043         3764 
## 2.567534e-05 2.470765e-04 3.550375e-05 5.989916e-06 8.347579e-05 
##         4739         2265          989         3084         2833 
## 3.562458e-05 9.578198e-05 1.477261e-04 8.642318e-05 6.478119e-05 
##         8172         3059         6744          496         2921 
## 2.780964e-05 1.520673e-03 6.495640e-05 3.042806e-05 2.445932e-05 
##         5736         1157         1815         7652         1059 
## 1.859787e-04 6.802828e-05 7.304577e-06 2.827872e-04 2.577044e-04 
##         5575          940         1843         4367         1743 
## 1.369256e-04 1.006900e-05 6.764236e-05 5.159466e-05 4.099254e-06 
##         5089         1801         9095         1480         9579 
## 1.056232e-04 2.986933e-06 1.064572e-05 2.499077e-05 1.635658e-04 
##         8872         7393         3704         3320         7557 
## 1.103497e-07 1.608328e-05 9.240704e-06 7.999416e-05 8.919299e-05 
##         8000         9289         9266         5727         3502 
## 4.865998e-04 1.374593e-05 3.174876e-05 5.111736e-06 5.798954e-05 
##         1748         7733         8240           26         7699 
## 6.099414e-07 8.376253e-06 2.891492e-04 2.344687e-05 1.889351e-05 
##         5549         7007         5601         4963         8374 
## 7.972048e-05 6.480073e-05 5.194617e-07 2.628392e-04 4.689705e-05 
##         3707         9488         3840         4678           66 
## 4.944664e-05 4.854680e-05 1.399343e-05 7.967931e-05 5.075851e-06 
##         7498         6572         4298         9146         4389 
## 1.195658e-04 3.233373e-05 4.421086e-04 8.196642e-05 6.004734e-05 
##         1042         9197         9282         9567         6237 
## 1.078588e-04 2.430493e-05 4.286584e-04 6.782223e-04 1.780721e-04 
##         9522         5709         5684         1199         9778 
## 4.879774e-07 1.017994e-04 9.602346e-05 3.106151e-05 1.449687e-05 
##         3106          478         5563         4324         5333 
## 4.024769e-05 3.209808e-05 4.051226e-06 4.987831e-04 1.516205e-05 
##         6695         5901         4835         6463         2441 
## 1.035093e-06 9.272583e-06 1.282302e-04 7.641501e-05 4.277306e-05 
##         4959         1756         7556         7299         8118 
## 1.403694e-04 3.080009e-05 1.673986e-04 2.866128e-05 2.489985e-04 
##         9827         7764         9166         9658         5993 
## 3.564914e-04 1.973801e-04 5.931012e-06 3.210259e-05 2.296246e-03 
##         9130         6890         5285         8710          802 
## 2.904032e-04 1.253726e-03 3.696358e-05 1.657139e-04 2.678179e-05 
##         7359          745         6104         9304         4085 
## 2.165607e-06 7.396071e-05 1.914009e-04 6.444799e-07 3.766871e-04 
##          974         4106         6368         6690         6067 
## 2.654310e-05 3.481896e-05 4.873978e-07 1.102803e-05 3.886771e-05 
##         4357         8629         7842         9435         2221 
## 1.170175e-04 4.544741e-04 3.501154e-04 4.368247e-06 2.757236e-06 
##          651         1481         1140          987         8547 
## 3.659714e-04 4.145780e-05 9.636356e-05 1.319259e-05 8.382551e-05 
##         2084         3498         8783         2791         6150 
## 1.800839e-05 1.452923e-04 4.670378e-05 2.505186e-07 5.703343e-06 
##         7845         1096         5022         3674           56 
## 1.579604e-03 2.462260e-05 5.706936e-05 7.523021e-05 1.572507e-06 
##         4083          697          464         7761         9500 
## 5.527808e-07 6.938727e-07 4.394981e-04 1.959859e-05 1.638350e-04 
##         2981          815         9165         8451         6240 
## 5.541511e-04 3.079544e-05 4.049459e-06 1.445626e-04 3.849899e-05 
##         7108         3771         9077         1421         7210 
## 1.245526e-04 1.351921e-04 2.475483e-04 5.580039e-06 5.727694e-06 
##         8789         7246         3129          106         9341 
## 3.069874e-04 1.274786e-04 2.804876e-05 1.523246e-05 2.266695e-04 
##         8973         7030         4838         7617         4619 
## 1.685679e-05 4.072572e-05 2.218108e-05 8.163830e-05 1.642583e-05 
##         6862         8368         2276         9983          161 
## 1.267432e-04 1.542218e-04 2.140606e-06 6.140344e-05 6.825831e-06 
##         6817         6055         9413         3626         3350 
## 3.857513e-10 3.457736e-06 1.623517e-06 1.947378e-07 1.122680e-04 
##         1165         7463         5552         2023         9601 
## 1.305439e-06 2.733818e-05 4.799876e-05 2.509588e-07 3.037608e-05 
##         9470          850         6747         7278         2509 
## 2.046474e-06 1.505643e-04 7.117782e-05 6.330996e-06 1.113245e-05 
##         7798         2717         6468          153         8208 
## 1.325417e-07 1.272642e-04 9.933527e-05 7.217476e-06 1.374082e-06 
##         7264          744         4510         7432         7506 
## 7.671141e-05 1.422025e-04 1.463346e-06 3.031915e-04 2.887214e-05 
##         8583         7147          508         6442         1597 
## 4.889349e-06 5.257444e-05 2.494754e-04 2.360527e-04 1.803739e-04 
##         5514         5480          327         5961          944 
## 5.578249e-06 1.502108e-06 1.711777e-05 1.244613e-04 8.929706e-05 
##         9018         5132          388         4167          559 
## 9.336050e-05 4.018271e-05 1.880827e-05 4.897761e-04 1.781797e-05 
##         4909         8371         1394         9856         3802 
## 1.165189e-05 2.934149e-06 1.783265e-04 7.230407e-05 3.583537e-04 
##         6272         4126         1830         1392         9639 
## 2.371726e-05 1.470742e-04 4.340290e-05 7.319716e-05 3.599652e-05 
##         8160         7178         8018         7315         7641 
## 1.180503e-05 5.765168e-06 7.334843e-06 4.417804e-06 3.078242e-04 
##         4229         8687           99         8818         1012 
## 4.571762e-06 1.122894e-04 1.186601e-06 2.970939e-04 8.830537e-05 
##         9431         2899         5995         1416         4041 
## 4.565321e-05 6.570274e-06 7.877617e-06 7.602009e-06 3.843068e-05 
##         7258         6530         7250         5955         2829 
## 3.444341e-04 5.104525e-05 5.621557e-05 7.253388e-04 6.278646e-04 
##         5708         1242         7574         7222         3636 
## 7.089758e-05 2.359095e-04 1.567911e-04 3.554085e-06 1.494876e-04 
##         7656          747         6616          434         3623 
## 4.313734e-06 2.588824e-05 1.372975e-05 4.724851e-05 1.015502e-05 
##         9402         4782          323         6184         9102 
## 8.671055e-05 1.581552e-04 1.359876e-04 2.112704e-05 9.165727e-06 
##         7321         9053         4333         5481         6638 
## 4.408651e-04 8.050952e-05 1.552077e-08 5.675804e-05 1.086640e-04 
##         7160         8038          485         8133         6365 
## 1.087637e-04 7.606323e-05 8.598346e-05 1.644812e-04 2.474463e-05 
##           93         2919         2121         2609         1249 
## 4.723827e-06 1.176956e-05 1.248388e-05 1.441973e-07 1.161939e-04 
##         7706         6981         7361         4485         4499 
## 3.216583e-06 2.448715e-05 1.031725e-05 2.599458e-04 9.129006e-06 
##         9945         9575         6691          157         7657 
## 8.811827e-05 8.666364e-05 4.620518e-07 1.306200e-04 8.050813e-04 
##         2309         6324         2709         2268         8408 
## 4.975656e-04 1.369475e-05 3.202558e-06 1.042182e-04 5.508896e-04 
##         4939         8557         4053         5130         2800 
## 2.231184e-04 1.755150e-04 2.436543e-04 2.729984e-04 3.895279e-05 
##         9555         8802         6521         5240         8612 
## 1.537552e-04 8.670426e-04 2.867671e-05 2.527956e-04 1.356530e-04 
##         3996         3875         8908         5472         4286 
## 1.355303e-05 3.859183e-04 6.240116e-05 4.536123e-05 3.614464e-05 
##         2149         5677         5007         8002         3516 
## 9.486069e-05 8.177732e-05 6.305699e-04 8.991886e-05 1.437995e-05 
##         5959         5405          708         7009         7605 
## 2.480888e-04 2.045225e-05 1.415685e-04 3.122469e-05 5.960376e-05 
##         7022         2922         4976         3844         8655 
## 9.594675e-05 1.929645e-04 1.822976e-07 1.099528e-04 2.632873e-04 
##         5231         2649         4001         4977         8649 
## 9.875819e-05 5.607227e-05 8.130790e-06 1.745796e-06 4.800218e-05 
##         7166         7466         8874          313         4480 
## 1.955643e-04 1.464552e-04 1.361654e-04 1.097789e-04 9.388148e-04 
##         4658         7991            7         8174           74 
## 9.795101e-07 1.033804e-05 1.082107e-03 2.847889e-04 8.201999e-06 
##         2565         9915         6977         2794         5948 
## 2.275138e-04 2.032435e-08 4.121211e-04 2.004927e-05 3.544348e-05 
##         1526         8959         4205         1146         5329 
## 4.772417e-04 7.360946e-06 5.590306e-06 3.946904e-04 5.856601e-05 
##         6753         6919         4201         1675         3183 
## 6.785979e-05 4.666212e-06 7.968867e-05 1.907115e-04 4.287247e-05 
##         1923         6226         3539         3691         3588 
## 4.024281e-04 6.884647e-04 4.181070e-05 6.700313e-06 4.439388e-04 
##         7101         4937         4775         5273         7054 
## 6.348908e-06 3.457057e-05 1.300788e-08 2.532251e-04 1.166199e-05 
##         5087         8609         6589         9224         9335 
## 1.868947e-04 5.037799e-04 5.937224e-04 7.608853e-05 1.714238e-04 
##         2090         3334         8551         2312         5208 
## 1.123837e-05 6.172126e-05 2.153910e-04 1.057359e-05 4.669282e-05 
##         1124         3296         1409          579         3969 
## 2.360289e-05 2.412889e-04 5.888133e-04 2.129314e-06 3.553887e-08 
##         9352         6924         4509         8126         6326 
## 6.460641e-05 5.554169e-05 1.993188e-05 3.527308e-08 4.796537e-07 
##         2909         6844         6406         5181         4551 
## 3.048238e-05 1.987115e-04 8.832602e-05 1.400698e-04 2.742119e-04 
##         7454         4867         6931         3717         3820 
## 1.574652e-04 3.510142e-05 1.044993e-04 5.114098e-06 6.795833e-05 
##         6870         7805         8470         2111         8584 
## 7.216606e-06 5.128661e-06 8.489145e-05 8.181464e-06 3.734267e-05 
##         9559         6714         9078         7415         3170 
## 1.435238e-04 3.948864e-04 2.327341e-06 2.433612e-05 5.420275e-05 
##         3243         1995         8715         6382         8931 
## 5.448266e-05 1.546245e-04 3.592634e-04 5.729830e-05 2.058041e-04 
##         2879          860         7470         5053         6457 
## 2.530202e-05 3.798974e-05 2.815572e-04 2.215122e-04 9.774658e-05 
##         9972         7159         5584         4944         2848 
## 1.774528e-05 1.900054e-05 3.157252e-05 7.356765e-05 2.952525e-05 
##         5673         7758         7614         2202         3103 
## 1.060112e-05 4.896828e-04 2.711594e-05 6.121706e-05 2.814263e-04 
##         3571         6492         4520         5351          567 
## 1.113235e-05 6.670915e-05 2.718404e-04 8.564433e-06 4.789776e-05 
##         3552         2917         3486         3659         8316 
## 1.115299e-05 6.798364e-05 1.027997e-05 1.313718e-04 1.292484e-04 
##         3002         9801         4611          140         6849 
## 6.596596e-05 3.321656e-06 1.786087e-04 1.947345e-04 2.010431e-04 
##          770         2903         2321         5162          104 
## 1.450838e-04 4.976710e-05 4.670389e-04 2.018889e-05 3.842634e-05 
##         4204         8988         1740         7139         9798 
## 8.480032e-05 3.915569e-04 7.670322e-09 3.228240e-04 3.047796e-05 
##         1545         4756         6995         1592         1803 
## 7.396017e-04 7.252690e-06 2.582614e-04 6.932840e-05 6.322448e-06 
##         5052          470         4336          452         4174 
## 1.229080e-05 1.403066e-04 1.635762e-06 1.569284e-07 8.251567e-04 
##         3830         5375         9004         2672         5200 
## 4.464268e-05 7.201920e-06 3.908204e-05 3.228922e-04 5.396501e-06 
##         8378         1800         5085         1957         2595 
## 7.970330e-07 7.772191e-04 1.889937e-04 2.454423e-05 2.215440e-04 
##         9920         1399         3326         3283          366 
## 1.198239e-04 2.810560e-04 8.600882e-05 1.668638e-04 3.908976e-05 
##         8442          465         9709         4833         8700 
## 2.621905e-05 3.166481e-04 3.352415e-06 2.434160e-04 1.504853e-05 
##          476         3070         8568         6343         1173 
## 3.126314e-06 5.497044e-07 4.778567e-06 4.900560e-07 2.926342e-04 
##          330         7712         5498         3719          657 
## 1.152262e-04 1.491145e-05 1.956690e-04 4.322564e-04 1.407899e-04 
##          756         8657         2450         1374         2288 
## 2.565474e-04 7.293707e-06 2.193687e-05 7.626714e-06 1.118816e-05 
##           49         7772         7095          238         1206 
## 9.811196e-05 3.082983e-05 1.842427e-06 5.587594e-05 4.441315e-05 
##         3633         4344         2741          843         5919 
## 5.501208e-06 2.266682e-04 3.540070e-03 1.800591e-07 1.394695e-04 
##         7730         3689         7036         9544         3589 
## 4.050842e-05 4.438503e-05 5.527553e-04 2.407852e-05 2.728358e-05 
##         4502         2243         7002         9455         2013 
## 9.262930e-06 5.751142e-06 2.391613e-05 1.191441e-04 9.122668e-05 
##         2733         4292         2990         9790          290 
## 1.179187e-07 5.754493e-06 6.667654e-05 7.435637e-04 2.107050e-05 
##         2877         6185         1147         5420         6029 
## 3.264386e-04 5.017668e-07 3.988951e-05 4.794831e-05 2.280648e-04 
##         4589         3242         2038         6534         7782 
## 2.129044e-04 2.481907e-05 8.722903e-05 1.625668e-04 9.878238e-06 
##         2782         4489         4462          859          943 
## 1.953231e-06 8.460157e-05 6.058141e-05 1.603100e-05 1.054887e-04 
##         6626         1662          280         8033           45 
## 1.105388e-04 7.292212e-07 3.393990e-05 5.800710e-05 2.893189e-05 
##         1016         1737         6639         8012         9100 
## 4.342802e-07 4.388526e-05 1.687401e-05 2.493221e-04 3.082721e-05 
##         6732         5512         2975         1979         3365 
## 3.175373e-04 2.249443e-05 6.387968e-04 4.512701e-05 8.775267e-05 
##         1689         5599         6548         6304         8602 
## 8.272279e-06 5.417310e-06 1.610562e-04 4.349977e-05 5.432176e-06 
##         2301         6954          888          771         7996 
## 2.106354e-03 4.672291e-06 4.962536e-06 5.350064e-05 2.755223e-04 
##         8603         6209         1549         5516         1607 
## 2.785051e-04 1.451296e-04 9.603198e-07 2.163163e-04 3.665476e-04 
##         1174         9422         9986         4212         9029 
## 1.050463e-04 7.032757e-05 1.989158e-04 2.198840e-05 5.309405e-05 
##         4068         6564         1376         8597         1182 
## 7.696554e-05 2.206839e-05 1.001053e-04 6.699838e-06 8.975767e-04 
##         4917         8639         3678         9694          803 
## 3.308623e-06 4.046817e-05 3.303898e-04 2.631153e-05 2.535903e-05 
##         3453         8552          245         3836          929 
## 9.325174e-05 7.582698e-05 2.552745e-04 2.039611e-04 2.883928e-04 
##          553         2416          727         1312         4973 
## 1.138555e-04 9.270388e-05 2.309210e-06 1.420702e-04 4.664611e-05 
##          688          411         3880         6502          780 
## 9.869542e-05 4.571786e-05 8.743478e-05 9.551151e-06 9.284285e-06 
##         1598         4404         3408         1764         5608 
## 2.135624e-05 2.046374e-04 6.081745e-06 1.299716e-04 1.876949e-03 
##         2850         1519          656         2162         7684 
## 4.267713e-06 6.660671e-07 2.812868e-04 5.127804e-06 1.085018e-06 
##          439         7523         5612         6241         3162 
## 3.483042e-04 1.139171e-04 8.146188e-05 4.577350e-06 7.488639e-05 
##         1095         4358         7570         4861         7786 
## 3.837800e-06 2.753281e-04 2.473671e-05 7.270277e-05 5.962779e-05 
##          759         7404         9395         5473         5171 
## 1.928304e-07 1.580910e-04 8.690286e-05 2.719693e-04 7.294908e-05 
##         6045         6929         4871         7352         6338 
## 2.397250e-04 6.539606e-04 1.377284e-06 1.319765e-05 3.184676e-03 
##          372         8502         6066         5369          849 
## 4.647467e-05 6.212311e-04 3.301350e-04 3.644744e-04 1.716669e-04 
##         6035          805         3258         2982         4128 
## 3.039659e-05 3.207436e-03 7.300374e-05 2.304176e-05 2.945475e-04 
##         3823         5151         9164         1856         3076 
## 3.273835e-05 3.310347e-04 4.200572e-04 6.057373e-05 3.963738e-08 
##         3333         1871         9722         1431         1187 
## 2.175461e-05 6.538909e-06 3.095069e-05 9.138429e-05 1.023463e-03 
##         3327          683         7314          505         8767 
## 2.841304e-05 6.927766e-04 4.658485e-05 5.275962e-08 2.235131e-04 
##         9454         7607         1365         1024         1131 
## 3.210743e-05 8.167473e-05 2.190404e-05 3.760361e-05 5.279451e-05 
##         8439         8533         5559         4646         3508 
## 2.807538e-05 8.042266e-04 1.455264e-04 1.383811e-04 8.700838e-05 
##         5234          173         9093          223         8129 
## 5.544805e-06 4.685141e-06 1.154442e-03 1.769743e-05 1.451622e-06 
##         7720         8257         8101         8322         9998 
## 1.350780e-04 2.315578e-05 5.363920e-04 1.736856e-04 1.832595e-03 
##         5934         6969         4943         7820         7303 
## 2.365713e-04 8.349375e-06 5.818068e-08 4.157738e-05 2.793183e-04 
##         8901         1574         4961         5823         7700 
## 3.435109e-04 1.406517e-04 7.284875e-07 5.081037e-05 6.050507e-05 
##         2859          629         8775         7544         1121 
## 1.762709e-05 2.999798e-06 5.882133e-05 3.895315e-06 6.917824e-04 
##         6072         9530         9777         1237           60 
## 9.716952e-05 1.926974e-06 2.014267e-04 5.166628e-09 3.302736e-05 
##         7005         9499         5650         4059          527 
## 2.656849e-04 3.053582e-04 1.107951e-04 5.097680e-04 1.549864e-05 
##         8274           88         4990         1944         6056 
## 4.888507e-04 1.451795e-04 3.154613e-06 1.885505e-05 3.545748e-05 
##         1562         5450         3937         1573         3917 
## 1.604699e-03 1.483822e-05 2.410600e-08 9.597666e-06 3.273880e-06 
##         3769         5774         5084         7331         2256 
## 2.481437e-04 7.745961e-05 4.782980e-05 2.101526e-04 2.583101e-04 
##         8847         4491         2847         7312         6988 
## 1.729024e-05 2.072768e-05 1.371363e-04 1.302744e-04 9.690293e-06 
##         1284         5402         1772         8031         2603 
## 1.547554e-05 1.927308e-05 2.433346e-04 6.788955e-06 1.674780e-04 
##         9685         3094         7881          384         1125 
## 5.314818e-05 1.089244e-05 7.361687e-05 8.421039e-05 9.027922e-07 
##         7251         6302         7868         3537         1940 
## 9.348381e-05 6.143179e-06 2.179070e-05 7.835753e-06 1.463838e-05 
##          205         2673         8642         4406         9880 
## 1.431578e-03 3.386774e-04 8.540908e-05 3.400657e-04 9.739907e-05 
##         1482         3093         6755         1682          311 
## 5.344207e-07 3.738106e-06 5.316385e-04 1.750797e-04 9.524027e-05 
##         2532          409         2418         7585         9036 
## 2.901601e-06 1.963414e-04 6.511946e-05 5.237377e-07 1.974023e-06 
##          666         3428         1911         9479         1747 
## 2.819870e-05 3.761839e-05 9.887763e-04 2.015653e-05 2.738944e-04 
##         2146         1163          168         5207         4144 
## 1.180740e-07 1.168226e-06 4.608621e-06 3.151462e-05 2.190464e-05 
##          362         7327         5835         3614         2224 
## 2.793551e-05 2.278668e-04 6.217098e-05 1.369605e-05 1.192870e-05 
##         9252         4263          635         7719         9503 
## 6.066545e-05 1.726739e-04 4.575811e-05 5.870946e-04 3.963799e-06 
##         9858         4723          577         2625         5879 
## 7.865392e-05 6.217099e-05 1.670617e-06 1.038436e-04 4.875158e-04 
##         3055         9365         9802         2085         7201 
## 1.318316e-07 3.020723e-05 4.166099e-04 6.440755e-04 6.617911e-04 
##         1299          604         9284         1823         8145 
## 1.614584e-05 2.735079e-04 3.381990e-06 3.096377e-05 2.037439e-04 
##         2891         7743         5013         1745         5954 
## 6.162516e-05 6.727327e-06 1.276748e-07 1.358689e-04 4.915479e-04 
##         9550          608         1084         8348          548 
## 9.973218e-05 2.491394e-05 2.608888e-04 1.018426e-06 7.365724e-05 
##         8751         8162         8549         4665         2024 
## 1.833119e-04 1.749852e-05 1.207902e-04 1.856230e-04 2.207907e-04 
##         1419         8827         2156         5100         6249 
## 1.304252e-06 6.057406e-05 1.116787e-04 1.746014e-07 2.175071e-04 
##         8512          466         8681         3105         7943 
## 4.754676e-03 1.209800e-04 2.646631e-07 2.093615e-06 4.759544e-06 
##          109         1648         8737         7853         4137 
## 8.211984e-05 1.497403e-04 1.620400e-05 7.610653e-05 1.888158e-04 
##         8231         8405         2507         3344         9001 
## 9.104273e-05 7.684064e-05 5.996125e-05 2.393338e-04 3.849834e-05 
##         6594         5947         7550         5254          592 
## 5.682684e-05 4.145496e-05 1.838706e-10 2.131869e-05 2.508284e-06 
##         5853         6947         8138         2665         1132 
## 3.362587e-05 2.717198e-04 6.695636e-05 1.919224e-05 8.672150e-06 
##         1603         8461          108         5025         9244 
## 2.782788e-04 8.901251e-05 1.450561e-04 2.079212e-04 2.471450e-04 
##         7755         5492           58         1106         9540 
## 9.051949e-05 1.771510e-05 6.743285e-06 1.781721e-05 1.973339e-04 
##          420         7622         2730         3487         8821 
## 5.076547e-05 7.778068e-06 1.651381e-04 9.240814e-05 3.158685e-05 
##         7827          373          603         6789         2317 
## 3.211411e-06 4.374709e-04 2.601830e-05 2.898506e-04 7.203502e-05 
##         9751         2711         7244          443         4065 
## 1.610171e-04 8.692216e-05 3.846238e-05 5.070645e-04 7.692331e-05 
##         7443         8830         9109          947          288 
## 1.067283e-04 1.179721e-04 6.391000e-05 5.463329e-04 7.907767e-06 
##         1271         3398         9484         1397         5042 
## 3.198119e-04 1.512914e-04 1.538587e-04 2.920819e-04 6.458758e-06 
##         6620         3284         6076         5705         6784 
## 2.678121e-04 4.248456e-05 1.382464e-05 2.508346e-04 3.753027e-05 
##         8555         7024         6436         6543          117 
## 2.034714e-05 1.428145e-04 6.917846e-05 2.421301e-05 1.061138e-06 
##         8294         2856         4097         3287         5384 
## 1.574715e-06 1.458470e-06 1.887252e-04 4.041879e-05 3.672531e-05 
##         2621         3251         4653         6277         5296 
## 1.288810e-04 2.950879e-04 1.847115e-05 1.562759e-05 2.839441e-06 
##         4196         9014          243         8394           12 
## 5.781033e-05 5.075394e-05 2.722548e-04 4.758586e-05 7.005912e-06 
##         5226          463          701         1855         2483 
## 2.217904e-05 2.357170e-04 5.703944e-06 9.802370e-05 1.820777e-04 
##         9859          985         7738         7459         8717 
## 8.731725e-05 2.180059e-05 1.276463e-04 2.389887e-04 1.143201e-04 
##         4664          389         5589         3210           83 
## 3.523466e-05 5.197806e-04 1.412522e-04 3.773882e-07 3.060766e-05 
##         4395         7485         9989         3019         5600 
## 2.191487e-04 2.276904e-04 1.428941e-04 1.957679e-05 9.951143e-05 
##         5636         6026         8870         3919         3721 
## 2.837205e-05 1.221576e-05 8.697960e-05 8.085205e-05 8.425419e-05 
##           27         3115         7158         1739         8092 
## 5.180772e-05 5.534325e-05 3.248901e-04 3.079483e-07 2.489441e-04 
##         5869         5400         9074         7154         2298 
## 8.831028e-04 1.220645e-04 7.825262e-05 1.649585e-05 1.117996e-04 
##          102         6313         4290         3726          348 
## 4.017286e-06 1.350284e-05 5.713458e-05 1.122166e-04 2.073544e-06 
##          919         2682         4376         1334         8298 
## 1.424888e-05 7.892042e-05 3.007014e-06 2.862437e-04 4.025088e-04 
##          278         5270         5445         6552         2878 
## 4.144825e-04 2.413391e-04 1.574735e-04 1.308909e-04 1.140599e-04 
##         1783         3443         5845         8983          896 
## 3.272142e-05 1.461583e-05 4.327423e-04 1.200290e-06 6.164365e-06 
##         5224         5776         2865         7184          586 
## 8.685912e-06 3.375313e-05 3.401597e-05 7.022546e-05 1.718493e-03 
##         2718         8761         4847         3612         6674 
## 2.982112e-06 1.259005e-04 8.447994e-05 2.968356e-08 2.058439e-04 
##         1491         8353         7953         9573         1521 
## 5.358201e-04 6.034581e-04 2.467013e-05 1.063642e-04 3.014986e-05 
##         5415         9437         6025         7106         1961 
## 2.106331e-05 1.331987e-04 1.157735e-04 1.197069e-05 1.354888e-04 
##         5500         7369          399         3921         3041 
## 2.726146e-04 9.237343e-05 3.346729e-04 1.857604e-05 3.341920e-05 
##         8987          267         8464         6660         1289 
## 9.955370e-06 2.027768e-04 2.485754e-06 5.225895e-05 2.317892e-04 
##         8446         3257         1461         6538         9012 
## 2.687928e-04 2.111753e-04 3.126579e-05 1.742093e-03 2.849063e-04 
##         7790         4252         5937         1335         2944 
## 5.965253e-06 1.589583e-04 8.740950e-07 6.801033e-05 2.744192e-04 
##         1007          498         9369         3876         5144 
## 8.334054e-04 2.546215e-05 1.522672e-04 5.359895e-05 2.845098e-04 
##         6325         5831         1455         9965         8036 
## 3.678045e-04 2.234270e-04 3.082766e-04 1.292737e-04 1.629146e-05 
##         6169         5341         7549         3361         8364 
## 1.771857e-04 8.604352e-05 8.157898e-04 8.657808e-05 2.220415e-04 
##         2780         3972         5624           72         3872 
## 5.988816e-05 3.853000e-05 8.355951e-05 2.771868e-05 7.967923e-05 
##         2622         1954         5167         8480         4327 
## 4.220189e-05 3.139555e-04 1.358066e-05 3.283654e-05 4.816457e-06 
##         5380         4248         7968         5475         9623 
## 5.849803e-05 9.333634e-05 3.368530e-05 2.334053e-06 2.754451e-06 
##         3169         1385         1849          677         9429 
## 5.855585e-05 3.019430e-05 2.083287e-04 7.695936e-04 1.144992e-06 
##         9424         6111         1282         5135         6123 
## 1.523841e-04 2.594914e-05 1.480705e-05 6.435677e-07 7.969183e-05 
##         3377         7349         9038         6254          662 
## 6.744797e-04 1.246644e-04 4.995199e-06 5.643594e-05 2.226664e-03 
##         3073          699         2341         3920         8867 
## 2.841123e-05 9.585515e-05 1.140887e-04 3.960089e-05 5.520365e-04 
##         4456         5800         4927         6488         5447 
## 5.114636e-05 9.010566e-05 2.458448e-04 6.049222e-05 5.778923e-04 
##         5620         7284         8506         4705         5669 
## 1.191129e-03 2.443621e-05 6.551944e-08 4.924585e-06 1.476966e-05 
##         9144         8234         6128         2769         1454 
## 1.287656e-05 7.848686e-05 9.277857e-06 6.112375e-07 3.879805e-05 
##         3785         4013         4579         2984         3728 
## 1.050835e-05 3.890672e-04 4.332005e-06 1.608572e-04 1.222245e-05 
##         9657         8250          414         6274         4986 
## 7.299207e-05 1.944542e-04 1.451430e-03 1.768470e-04 2.399986e-04 
##         4136         1019         8173         1264         8094 
## 1.315333e-04 6.399355e-09 2.628559e-05 2.357659e-05 2.595167e-04 
##          693         1795         9711         8494          982 
## 2.434120e-04 2.716056e-05 1.217529e-05 1.404346e-06 2.958911e-04 
##         3585         2790         9690         1180         8926 
## 3.442776e-05 2.182756e-05 4.800564e-06 1.979252e-04 3.597030e-04 
##          772         1988         8627         9035         6848 
## 2.831390e-05 5.312899e-05 1.185842e-05 8.710912e-05 3.292518e-04 
##         8121         6815         9693         5659         7696 
## 3.783118e-05 2.284992e-04 8.677393e-04 2.210873e-04 3.894860e-05 
##         8852         7245         6230         3654         6411 
## 9.415640e-07 2.565355e-07 2.506834e-05 6.704357e-06 4.335116e-05 
##         5252         7682          257         2721         6863 
## 1.105049e-03 4.759522e-06 7.552481e-05 9.044437e-06 1.115412e-05 
##         8582         2062         5732         5660         1999 
## 2.023514e-04 3.691779e-06 4.149269e-05 4.171019e-05 2.779591e-04 
##         3834         3989         1043         2653         8040 
## 1.977272e-03 1.808974e-06 4.001068e-05 6.468292e-05 3.113776e-05 
##         1762           30         3491         4316         6117 
## 2.221011e-07 8.062777e-04 2.368389e-05 1.471342e-05 5.127072e-05 
##         7724          614         7603         3416         9980 
## 4.839406e-05 4.632676e-05 1.223708e-04 7.654045e-06 3.260888e-04 
##         9211         2103         4293         2019         3791 
## 1.555334e-05 3.230218e-04 1.281503e-04 9.613294e-05 7.737822e-06 
##         4645         8878         8397         7177         4626 
## 2.743245e-05 2.586705e-05 7.619812e-05 2.155000e-05 8.981666e-07 
##          684          383         5862         4570         2522 
## 1.114013e-05 8.076681e-08 3.889253e-05 2.406818e-05 3.723242e-04 
##         5412         3767         8703         7455         7685 
## 2.107288e-07 3.213645e-05 1.165903e-04 1.734178e-04 1.268924e-04 
##         9781         8800         6854         7419         6088 
## 4.014357e-07 2.173219e-05 1.217073e-04 5.613995e-06 1.628603e-05 
##         8176          748         3310         8441         2979 
## 2.172867e-04 2.453027e-05 6.730061e-05 4.993210e-05 1.028040e-04 
##         2180          260         3048         6579         8810 
## 6.698685e-05 2.360300e-04 1.109289e-05 1.789632e-07 1.158918e-04 
##         7863         3698         4237         5323         8150 
## 9.407516e-05 8.079575e-05 1.081732e-05 2.607806e-04 4.556192e-04 
##         9786         8083         3629         6645         6144 
## 9.651836e-05 3.710132e-05 1.255671e-04 8.481625e-05 3.295511e-04 
##         2075         7668         2339         9665         2322 
## 6.204128e-05 1.231609e-04 9.739962e-05 1.962260e-05 5.064732e-06 
##         6322         8293         1423         6859         5374 
## 9.042758e-06 8.386378e-05 1.250083e-05 5.741865e-04 4.347224e-07 
##         6593         5981         4554         3207         9238 
## 1.245748e-04 3.581942e-04 1.862367e-05 2.557700e-04 1.782712e-04 
##         6151         8288         4685         3970         1945 
## 2.445943e-04 7.366911e-04 1.323725e-04 5.291156e-05 8.455544e-04 
##         3132         1744         4074         4086         7866 
## 8.037031e-05 6.585745e-06 3.683373e-04 1.344898e-05 2.760594e-05 
##         1678         4535         9646           80         6229 
## 2.674237e-05 1.195604e-05 1.528083e-03 7.706660e-05 2.490979e-05 
##          317         3870         3249         4073         9229 
## 1.747835e-04 3.499095e-07 2.157636e-04 3.826892e-04 6.094532e-07 
##         9044         4417         3465         8581         9814 
## 8.278688e-08 1.007934e-03 2.148497e-06 2.288299e-06 6.774972e-06 
##         4337         1536         7155          721         1908 
## 2.173347e-05 4.899771e-05 3.351592e-05 1.008016e-04 3.189486e-04 
##         9841         9853         8183         3757         9975 
## 6.532142e-05 3.124994e-06 7.134343e-05 8.676539e-05 1.858687e-04 
##         9536         8888         9459         4426         3122 
## 3.016876e-05 1.560176e-04 1.561536e-05 3.021695e-05 8.413818e-05 
##          347         8091         8788         1347          852 
## 2.728068e-05 7.944694e-04 7.626829e-05 5.842138e-05 1.573053e-05 
##         8305          231         5325         1114         2911 
## 1.217926e-05 9.997957e-06 4.069868e-05 1.142875e-04 5.541470e-05 
##         8210         5346         4794         9175         9000 
## 4.669861e-04 1.875281e-04 1.936435e-07 9.674151e-05 4.908896e-07 
##         1701         8010         3124         2661         5028 
## 4.018123e-04 6.044487e-04 1.557322e-04 4.049151e-06 3.903682e-05 
##         2929         7041         6107         5928         9907 
## 2.497047e-05 8.951592e-07 3.075458e-06 1.445415e-05 2.051535e-05 
##         3323         3336         8099         5649         2538 
## 2.185677e-04 3.203496e-05 1.799611e-04 2.011012e-05 3.254221e-05 
##         6220         1993         8269         7771         4392 
## 3.872370e-06 1.508542e-06 9.028559e-05 1.925533e-05 2.235411e-05 
##          557         6682          451          847         5622 
## 3.949697e-03 8.731669e-06 7.394907e-06 4.580258e-05 9.697411e-06 
##         2198         9934          589         9300          297 
## 1.954870e-06 2.378630e-05 1.086709e-05 1.581337e-03 1.386010e-04 
##         9497          289         3814         9194         8336 
## 1.035310e-04 1.597137e-05 3.416326e-06 2.156514e-04 5.160868e-05 
##         6137         1837         2004         3082         7472 
## 3.474337e-04 2.096461e-04 2.252838e-04 4.920402e-05 9.830634e-06 
##           37         8773         3535         2076         6396 
## 4.257373e-05 1.831920e-05 6.236520e-05 3.737528e-06 2.456996e-05 
##          138         9774         2205          590         2348 
## 1.395907e-04 4.489065e-07 4.676998e-05 6.235134e-05 3.560627e-04 
##         6764          960         2597         9674         3946 
## 3.458124e-04 8.432064e-08 2.616754e-06 2.582226e-04 9.960879e-05 
##         6412         6846         2654         8443         5543 
## 1.061525e-05 9.682632e-05 9.512711e-05 2.744989e-04 8.936531e-05 
##         7014         2137         8667         2250         1219 
## 1.060100e-04 1.013455e-07 3.232605e-05 7.956990e-06 6.518946e-05 
##         7126         2208         7379         4697         8623 
## 6.005895e-05 4.928717e-04 4.501402e-06 7.368818e-05 2.925449e-04 
##          473         1506          741         3670         2641 
## 3.441642e-04 6.297428e-05 4.246828e-04 2.505101e-03 9.405868e-05 
##         4305         1262         9830         3979         5410 
## 1.328417e-04 3.458836e-05 1.257498e-05 8.305552e-05 9.600055e-05 
##         7362         4547          818          410         6608 
## 1.693592e-04 2.744262e-04 5.921425e-05 2.884064e-06 6.476707e-05 
##         5104         8896         5598         5980         4488 
## 1.333984e-05 2.818723e-04 2.680184e-05 3.298300e-06 2.905699e-06 
##         3197         2335          766         6110         6933 
## 1.830422e-04 1.138310e-04 3.312511e-04 1.971337e-06 6.356211e-05 
##         1145         6427         8379         4586         2413 
## 2.108485e-05 2.282452e-05 3.145647e-05 7.572580e-05 1.676384e-04 
##         1572         3454         3718         7247          221 
## 9.214464e-06 4.600415e-06 2.392729e-05 2.478405e-04 5.223760e-05 
##         5793         5250         3322          994         5596 
## 1.052503e-04 7.450111e-05 7.824190e-04 3.036952e-05 1.436924e-05 
##         2774         2954          116         1699         3878 
## 3.210485e-04 2.868827e-05 1.480038e-07 8.816121e-04 8.711727e-05 
##         3046         1181         8347         8068         6366 
## 2.195519e-04 1.151662e-07 6.574947e-03 3.161549e-05 9.995101e-05 
##         7357         3279         1929         7929         8535 
## 9.818962e-06 6.080486e-05 9.693097e-06 3.657239e-05 1.000015e-04 
##         6592         3598          107          549         2516 
## 2.168773e-06 5.285406e-07 1.462810e-05 1.059704e-03 4.872668e-05 
##         7752         4676         1681         7059         6054 
## 7.586653e-06 1.338769e-04 6.386551e-05 3.350055e-05 3.908792e-04 
##         7256         6642           32         5590         1080 
## 1.191321e-04 7.870769e-08 1.003469e-04 2.443924e-04 1.291274e-04 
##         2710         8028          718         4629         6311 
## 1.230513e-04 1.441782e-04 2.377662e-05 1.631424e-04 3.857782e-05 
##         3729         4496         4657         9409         4876 
## 3.951431e-06 1.236546e-05 4.870543e-05 5.818590e-05 4.636661e-04 
##         7441         4471         3387         2644         6892 
## 2.596509e-04 3.579450e-05 1.462127e-06 9.455726e-05 9.507576e-05 
##         8680         9355         9931         3357         9660 
## 5.297060e-05 6.276246e-05 1.562547e-05 1.981170e-05 6.324738e-05 
##         8859          525          461         8051         7388 
## 1.909180e-05 1.137990e-04 3.187500e-06 9.296800e-06 4.375186e-06 
##         4920         4058         1304         6768         3462 
## 1.777414e-04 1.059404e-03 4.898762e-05 1.559018e-06 7.632901e-06 
##          293         9924         9110         8722          648 
## 1.020399e-04 5.442187e-04 7.398625e-05 8.703966e-05 9.937643e-05 
##         1694         6607         9363         3111         2793 
## 6.436009e-05 7.789090e-07 1.435734e-05 1.106412e-04 3.081277e-05 
##         2916          698          621         3382         9899 
## 5.802362e-05 5.971325e-05 2.486926e-04 1.335441e-04 7.854644e-04 
##          137         2245         4386         2486         8009 
## 1.179302e-04 8.420496e-05 1.618052e-04 1.748272e-05 6.854532e-08 
##         5458         3546         4609         9648         7271 
## 1.988584e-04 3.987352e-06 1.719186e-05 1.398960e-05 6.329972e-05 
##         8705         2768         4673         4162         4952 
## 9.502012e-05 2.321784e-06 1.914893e-05 5.645935e-06 9.368608e-06 
##         2864         7372         3444         1005         7780 
## 2.603568e-04 1.809942e-06 1.970963e-05 6.343563e-05 1.066700e-05 
##         1158         9860         2749         2636         6100 
## 1.712545e-04 3.728864e-06 9.353796e-05 2.461268e-04 4.862075e-05 
##         6706         6873         4576         8312         6850 
## 3.114785e-05 1.128842e-05 1.390817e-04 2.462574e-05 7.574762e-05 
##         2375         2092         2797         2319         5796 
## 1.717020e-05 6.585000e-06 8.821496e-05 1.927943e-05 1.132702e-04 
##         1255         6596         9281         4472         6355 
## 9.464689e-05 5.212545e-05 1.804334e-04 1.149840e-04 2.122303e-04 
##         7855         8666         1797         8671         9565 
## 2.389632e-05 1.161723e-06 2.517695e-04 1.163116e-05 5.495970e-05 
##         1463         5020         8796         4082         5199 
## 1.778288e-05 5.020239e-05 4.036581e-04 1.501560e-04 1.814040e-05 
##         5256         8591         7020         7010         4090 
## 1.093008e-04 2.323299e-03 9.393983e-06 5.249056e-05 2.242577e-04 
##         1930         2267          249         1433         3934 
## 2.724703e-05 8.727067e-04 4.907757e-06 3.664059e-04 5.164343e-05 
##         3975         1113         6911         5464         3013 
## 1.481415e-05 2.016633e-04 4.594832e-06 4.750812e-06 2.011124e-05 
##         2025         3450         9620         3168         8935 
## 6.373320e-05 4.089909e-05 2.621921e-06 4.297276e-07 9.865843e-05 
##         1712         3225         9729         9904         5381 
## 1.190175e-06 6.255144e-08 2.303816e-05 4.673386e-04 8.307970e-06 
##         1281         9234         5502         3056         6775 
## 7.277828e-07 6.313939e-05 1.209235e-04 1.665026e-05 3.753160e-06 
##         2593         2419         1476         1918         9290 
## 1.230511e-06 2.843182e-06 3.132333e-04 1.506615e-03 2.578003e-04 
##         2241         2122         1065         4818         7110 
## 3.857105e-05 2.777531e-05 6.846884e-05 4.607464e-06 5.474490e-04 
##         3298          571          433         6279         6000 
## 2.974406e-05 2.316886e-04 5.041420e-07 1.851712e-04 5.567903e-04 
##         1470         9272         3045         2706         1052 
## 2.272761e-05 1.854872e-05 1.987426e-05 3.507584e-05 1.173477e-04 
##         8077          321          784         8109         8819 
## 8.615171e-05 1.238973e-04 2.381123e-04 5.809156e-05 2.382240e-05 
##         3097          922         3753          978         8333 
## 1.288565e-04 2.986490e-03 2.598130e-05 1.523070e-04 1.099779e-04 
##         3708         4063         3218         3154         9371 
## 9.921225e-06 4.900021e-06 5.399077e-05 1.090830e-06 1.530636e-04 
##         8861         1860         6621         4474         2254 
## 5.609451e-05 2.983924e-05 3.914797e-05 5.684417e-04 1.241922e-03 
##         5213         7057         7843         9644         3649 
## 7.973092e-06 3.581906e-05 1.060694e-05 8.643282e-05 7.173196e-05 
##         3150         8227         7254            2         1732 
## 2.603355e-04 5.965246e-06 1.734308e-06 1.904802e-04 2.035016e-05 
##         6082         3827         4028          500           81 
## 7.951315e-05 1.301609e-04 2.405077e-04 5.972496e-05 5.488448e-06 
##         5396         4965         8386         2752         8740 
## 6.497329e-06 7.613193e-05 9.173041e-05 2.232272e-04 2.754025e-04 
##         9033         3483         9377         5561         4717 
## 2.327743e-05 5.987022e-05 4.006931e-04 7.114258e-06 4.914985e-05 
##         5496          481         7762         8013         2271 
## 2.307319e-06 5.177775e-05 1.158555e-05 2.029725e-04 1.952231e-05 
##         9083         5510         3384         2128         6759 
## 1.389982e-05 3.890939e-05 5.193655e-04 6.923583e-04 4.338053e-05 
##         1847         7469          624         6071         7109 
## 1.695225e-04 8.896288e-06 5.825024e-05 2.994746e-05 5.643518e-05 
##         4197         8916         1214         8523         8032 
## 2.906853e-04 4.482825e-05 1.588131e-04 9.350759e-04 1.998371e-04 
##         6378         4899         7709         9448         8402 
## 6.164089e-05 8.021511e-07 8.853447e-05 1.554712e-05 9.884854e-05 
##          605         6599         6094         5704         1720 
## 2.173286e-05 1.158714e-07 3.431659e-04 7.676188e-04 4.052883e-05 
##         9834         3353         8191         5145          421 
## 5.132191e-06 2.792594e-05 4.636602e-05 2.687791e-04 4.049447e-04 
##         2568         3418         7896          692         6518 
## 6.591260e-04 6.662320e-04 3.501810e-07 6.384548e-06 4.290555e-04 
##         3112         6027         1557         4740         9090 
## 1.305838e-04 1.472625e-04 1.491153e-04 1.729546e-04 6.356423e-06 
##         5788         2995         3536         2656         9232 
## 1.405947e-05 7.463018e-05 2.675426e-07 7.690407e-05 3.306566e-04 
##         5091         7514         7829         7044         6416 
## 2.337868e-05 6.094639e-05 1.704652e-04 1.541500e-06 2.068070e-04 
##         2473         9793           86         8477         4364 
## 4.737398e-04 2.432087e-04 1.252431e-03 1.486921e-04 1.001425e-06 
##         7232          773         5417         5110         7477 
## 2.440835e-04 4.250732e-05 2.065125e-05 7.959478e-05 3.882790e-06 
##         9852         9760         6019         2541         9531 
## 1.376087e-07 6.091491e-06 2.250514e-04 1.448524e-04 1.861962e-05 
##         4633          971         8521         3882          991 
## 1.718343e-04 1.131461e-04 8.376336e-05 2.617176e-04 2.865441e-05 
##         4105         6441         4173         3933         9148 
## 1.404502e-05 2.664447e-04 1.657506e-05 9.422208e-06 1.018014e-04 
##         2581         5477         3648          158         3888 
## 1.017271e-04 1.134968e-04 8.388930e-04 1.912919e-04 3.256490e-06 
##          827         6689         6865          524         2015 
## 9.782140e-05 2.002681e-04 5.011473e-05 7.360228e-06 9.587153e-05 
##         7195         5860         3269           89         9632 
## 4.979772e-05 9.949742e-05 1.527581e-04 2.750016e-05 4.403201e-06 
##         5819         7528         1780         8355         9313 
## 7.208960e-05 2.540279e-04 2.272436e-04 1.069668e-04 9.017516e-05 
##         8326         2434         6590         7006         2508 
## 6.667564e-04 1.299779e-05 1.634921e-04 5.922706e-04 2.699200e-07 
##         2511         9204         2466         3232          611 
## 2.486063e-05 8.556543e-04 3.455182e-08 1.296660e-04 3.715617e-04 
##         2123         8238         1194         8319         6139 
## 7.880239e-05 4.314662e-04 3.296185e-09 9.904367e-06 4.305362e-06 
##         8062         1541         8287          792         4051 
## 2.571108e-04 1.790289e-04 2.392359e-04 4.372179e-04 1.196174e-04 
##         3575         1017         5785          628         9198 
## 6.375329e-06 5.155922e-05 7.544304e-06 2.817506e-05 1.360518e-04 
##         1162          822         2938         5228         6270 
## 1.399212e-04 3.472637e-05 1.724570e-04 5.378237e-05 1.468710e-05 
##         3351         3978         5623         6942          618 
## 9.257766e-05 6.311180e-04 2.472585e-07 4.648125e-04 8.876138e-05 
##         4262         1601         1314         1384         5005 
## 4.728601e-05 1.656974e-04 1.801933e-05 1.421796e-05 1.404807e-05 
##          777         2956         8572         2369         9875 
## 1.348421e-05 2.170223e-05 9.143814e-05 1.899632e-04 6.842341e-07 
##         1718         9552         4636          774         9303 
## 3.658057e-05 1.037549e-04 4.139383e-06 1.351434e-04 6.239555e-05 
##         4158         8411         3299         2748         2846 
## 2.617452e-04 1.206168e-07 5.054565e-05 9.766559e-10 2.405555e-04 
##         5553          935         1022         9138         5852 
## 3.597501e-08 1.591764e-05 2.662727e-05 2.130111e-03 2.876654e-04 
##         2452         7702         3930         1348         5095 
## 2.921415e-06 4.011149e-05 2.152016e-05 5.166342e-05 1.029352e-04 
##         3556         4060         5117         1426         9433 
## 1.142642e-04 2.483879e-04 4.672297e-05 3.435548e-04 3.286203e-04 
##         3855         7079         7414         9758         8994 
## 5.678436e-05 1.118002e-04 2.311938e-05 1.165475e-06 2.180520e-04 
##         9249         3831         4014         3652         9643 
## 7.370239e-06 9.343797e-05 5.415311e-06 2.581340e-05 1.563171e-06 
##         9739         6146         4804         1981         3039 
## 4.940019e-05 4.207490e-05 1.312249e-04 1.051750e-04 3.433418e-05 
##          218         4064         4314         4182         1493 
## 1.379679e-05 5.083581e-06 4.749070e-06 2.045745e-04 1.365803e-04 
##         9631         8192         4956         8320          563 
## 7.000676e-06 4.408248e-05 7.473098e-05 1.237038e-04 2.061041e-04 
##         8331         9203         7751         6567         2852 
## 1.115318e-04 1.530916e-05 1.584185e-04 2.049044e-04 5.500333e-05 
##         2658         2611         4464         3051         6315 
## 1.565670e-05 1.863030e-06 3.062073e-04 7.693271e-05 5.348216e-04 
##          643         4612         8999         6852          495 
## 2.587266e-06 2.816300e-05 6.355971e-05 3.826314e-05 1.445273e-05 
##         5368         4967         3904          444         6161 
## 2.076385e-04 6.168695e-05 4.865974e-06 1.638604e-06 8.769782e-04 
##         5690         5372         2432         8343         4066 
## 3.987369e-04 5.086475e-05 5.855339e-05 1.621612e-04 6.661988e-07 
##         1960         1176         3186         7823         1858 
## 1.166850e-05 6.565773e-06 1.063353e-06 1.485899e-05 6.084671e-06 
##         4254         2071         2296         3911         9800 
## 2.836980e-04 4.802217e-05 3.282164e-08 4.252098e-06 1.258109e-04 
##         6086         4449         5904         5780         7205 
## 5.908393e-04 3.279877e-05 3.000774e-08 1.667176e-04 3.934748e-06 
##         6663         5902          268         8911         2862 
## 1.082688e-05 4.464398e-06 8.721048e-05 7.477836e-05 1.139354e-04 
##         1774         5286         5263         9719         8515 
## 9.069598e-04 7.732043e-04 1.434908e-03 8.038206e-05 6.824277e-04 
##         2392         5184          398          726         4040 
## 3.408049e-05 1.888798e-06 1.390323e-05 4.348205e-06 4.929177e-04 
##         8069         9172         3219         4261         9548 
## 1.444748e-04 7.649969e-05 2.176653e-05 7.606171e-05 8.461112e-05 
##         7905         1659         7183         2707         9893 
## 5.959880e-05 1.855631e-05 1.019175e-03 4.982082e-05 2.947307e-05 
##         6504          686         7223         7307          793 
## 4.382367e-04 1.138419e-04 1.125976e-04 4.272760e-05 3.526655e-04 
##         1566         9702         8718         4815         4427 
## 4.062099e-07 1.002788e-03 6.889043e-05 5.593644e-04 1.318615e-04 
##         9193         5759         3459         9103         5076 
## 4.336169e-05 1.156664e-05 1.384420e-08 3.172794e-05 1.732544e-04 
##         3403         8721         8522         2213         3507 
## 2.394229e-07 9.338379e-06 1.443247e-06 6.450340e-05 7.021713e-05 
##         9580         1848         8020         4222         4780 
## 2.463993e-05 3.591055e-04 2.092063e-04 6.304200e-04 1.884614e-04 
##         6571         7655          122         9584         2462 
## 9.754177e-05 1.415737e-04 1.999657e-06 1.622132e-05 4.125801e-05 
##         8812         8619         6303         8543         3143 
## 1.917405e-04 1.402336e-04 1.294582e-04 6.640545e-05 5.690699e-05 
##         7084         5574         2726         7274         5533 
## 7.825353e-05 4.846608e-05 2.686633e-05 5.916096e-05 1.792978e-04 
##         1251         1407          998         5198         8883 
## 2.407900e-05 4.206837e-06 4.416133e-06 7.398250e-05 2.280086e-05 
##         6456          600         6126         9517         5331 
## 4.734646e-04 2.271755e-04 1.725689e-04 1.391312e-04 4.491283e-05 
##         6921         6218         7458         6986         6202 
## 1.076220e-09 2.898729e-04 6.985891e-07 5.126522e-05 3.719843e-05 
##         7568         6074         8155         7500         3628 
## 3.817966e-05 5.052395e-06 1.668902e-05 2.666357e-05 2.420967e-04 
##         3948            1         6062         3890          519 
## 3.187462e-04 8.961651e-05 3.798206e-06 6.453705e-06 2.188062e-04 
##         2065         2548         8004         4385         1859 
## 2.643029e-05 4.384613e-04 1.353937e-04 1.838949e-06 5.183014e-05 
##         5872           94         4515          743         2237 
## 1.270336e-04 3.099430e-04 3.893370e-06 5.103641e-05 1.529393e-04 
##         2383         3052         9750         1428         2884 
## 5.550779e-05 1.385280e-04 6.286552e-05 4.476013e-06 2.456294e-05 
##         8254         2186         5616         2344         6740 
## 6.246978e-05 2.681565e-04 1.694578e-04 1.308031e-05 6.779785e-06 
##         1001         7345          546         7270         3863 
## 1.062195e-03 2.427371e-05 1.198149e-06 4.991509e-04 2.327859e-04 
##         3268         5682         9876         7679         5080 
## 5.274696e-06 7.939960e-05 3.202670e-05 2.609906e-04 7.196570e-05 
##         1112         7392         3945         3715          769 
## 1.516731e-04 5.284619e-05 1.328899e-04 7.982639e-05 1.921467e-04 
##         8271         4862         5723         4203         8628 
## 2.439748e-06 3.564050e-06 8.953279e-05 2.890368e-05 1.695941e-04 
##         9210         1700         5461         8329         5495 
## 1.095034e-05 1.052695e-04 5.626407e-05 3.304673e-04 5.271461e-04 
##         3475         9473         8225         4187         5311 
## 4.235105e-05 1.542823e-04 4.300897e-06 1.409452e-06 6.990331e-04 
##         4878         4506         5694         5320         8845 
## 8.987162e-08 1.789036e-06 1.844126e-05 1.352653e-04 3.180743e-05 
##         1571         1553         5153         2482         7204 
## 1.192979e-04 3.931239e-04 1.847250e-04 5.134787e-05 4.524648e-03 
##         1212         4370         3559         1730         3922 
## 1.435586e-05 5.907495e-05 6.253588e-05 2.637747e-05 2.089775e-04 
##         7602         3435         5205          558         8644 
## 1.643770e-06 1.867752e-05 2.000862e-06 4.679076e-06 3.361808e-05 
##         9205         3100         9412         8300          945 
## 6.908528e-05 2.204638e-05 4.686119e-05 2.680588e-05 3.117173e-05 
##         3429         7555         2920         2965         6298 
## 1.480350e-05 9.886144e-05 1.891891e-06 3.825870e-06 8.061940e-05 
##         8843         1467          924         2097         3263 
## 1.995338e-05 6.490914e-05 1.762463e-06 1.271125e-04 5.384884e-06 
##         4828         8811         8876         8993         1938 
## 9.169357e-05 4.781861e-05 1.793223e-04 1.187693e-04 1.871714e-07 
##         6361         2832          220         7053         3591 
## 5.247679e-05 1.013401e-04 8.523899e-05 1.653857e-04 3.089828e-04 
##         1577         6425          969         4696         6002 
## 3.509194e-05 5.492593e-05 1.832347e-04 3.393871e-05 1.312928e-03 
##         8745         6494         3896         5988         1818 
## 2.283623e-06 3.500628e-07 1.263483e-05 1.570140e-05 8.211011e-05 
##         3423         8356         2400         3337         5607 
## 7.331100e-05 1.640411e-03 7.902987e-04 2.883770e-06 1.315498e-04 
##         2087         4802         8970         8035         5138 
## 3.409650e-06 1.139776e-05 3.111760e-05 8.701405e-05 2.867547e-04 
##         2973         4260         7618         9514         2659 
## 2.240699e-05 2.918279e-07 1.773595e-05 9.077230e-05 5.034096e-05 
##         9201          786         8438         6143          696 
## 1.936513e-06 5.684972e-05 1.681964e-04 8.346152e-06 1.118244e-05 
##         8895          889         8567         4271         7918 
## 1.230626e-04 2.679519e-05 3.634538e-04 7.356504e-05 6.102742e-06 
##         1133         3172         8503         1624         5427 
## 8.480663e-06 5.204258e-05 1.814533e-05 4.459680e-05 3.131263e-05 
##         4514         7424         8965         3138         2967 
## 9.890304e-06 1.879633e-06 4.390861e-07 4.645833e-05 9.109580e-06 
##         3557         6739         7512         8604         4823 
## 4.528818e-09 3.774304e-05 1.955338e-04 1.477972e-03 2.941720e-04 
##         5195         8981         8780         2333         1457 
## 2.106611e-04 7.398705e-05 1.082559e-05 2.326757e-05 1.813508e-08 
##         9543         5735         5766         4932         9642 
## 1.232944e-04 4.798615e-05 3.416339e-04 2.904047e-06 7.168435e-05 
##         9911         4291         4553          486         5188 
## 1.730631e-10 3.116830e-04 5.219844e-05 8.273439e-06 3.360871e-09 
##         9958         5106          454          950         4006 
## 1.863512e-05 8.069162e-04 1.324244e-06 1.487072e-04 1.320683e-05 
##          143         6989         3656         1796         3886 
## 2.731525e-04 2.608916e-04 1.423013e-07 8.446008e-05 1.648288e-07 
##         5878         1805         6470         5725         2943 
## 4.060291e-05 1.231625e-06 2.448572e-05 1.189261e-04 5.173939e-08 
##         7612         4789         4313         7305         4843 
## 1.390926e-05 4.983157e-05 1.582305e-06 8.739763e-06 3.174299e-05 
##         5149         1267         7687         8286         2006 
## 2.675943e-04 2.004635e-04 8.654977e-05 2.161611e-04 1.281404e-05 
##          198         1190         7456         9264         2229 
## 9.302594e-07 2.453490e-04 1.912981e-04 7.194672e-04 3.286275e-04 
##          638         4000         4079         8636          813 
## 1.865064e-04 4.052480e-05 2.766344e-04 1.409093e-03 3.254816e-05 
##         8735         9510         7290         5907         5812 
## 1.412884e-05 1.029253e-08 7.244041e-07 4.153487e-05 1.010712e-04 
##         1653         9152         4353         2291         1647 
## 5.898070e-05 9.958675e-05 4.380464e-06 7.532919e-05 2.999027e-05 
##          209          691         4240         4925         4124 
## 7.988044e-06 2.064220e-04 1.462881e-04 2.569236e-05 2.848069e-04 
##         1582           10         6757         5883         7474 
## 1.857602e-04 4.552275e-06 1.104655e-04 4.251071e-04 7.268460e-05 
##         2098         1746         3383         9161         9890 
## 2.812375e-05 6.367720e-06 1.967998e-05 4.333388e-05 1.477113e-05 
##         1168         4730         1605         7248         8143 
## 1.251786e-05 1.046357e-03 4.510857e-04 9.835833e-06 1.344345e-03 
##         1983         7566         7969         6152         2459 
## 1.088716e-03 4.746359e-06 2.135184e-06 1.824066e-05 4.003871e-04 
##         9957         9737          361         5251          142 
## 3.641855e-05 4.267928e-05 2.368114e-06 3.096570e-03 8.718307e-05 
##         3592         4388         7383         4287         9062 
## 2.779730e-04 8.907921e-05 5.305458e-05 1.507680e-05 7.980293e-06 
##         3248         1337         2425          819         3818 
## 3.407555e-05 1.711407e-04 8.068825e-08 1.451319e-04 1.904693e-04 
##         6498         9677         7171         3761         2136 
## 7.276387e-05 7.105594e-05 5.094118e-05 3.354343e-04 9.406193e-06 
##         6023         4856         5758         3040         3877 
## 3.126070e-04 1.225280e-04 5.209930e-04 4.456635e-05 3.179979e-04 
##         2328         6036         5761         4163         8001 
## 2.116075e-05 2.197953e-04 8.544174e-05 3.922802e-05 5.192594e-05 
##         6097         3671         6910         2490         6142 
## 4.591233e-04 8.798254e-05 1.551251e-04 2.405541e-04 1.391490e-05 
##         4250         4033         7017         3282         3910 
## 5.860162e-06 5.935352e-07 8.039230e-05 2.372256e-05 2.977785e-05 
##         8266         9868          442         4335         4113 
## 1.089924e-04 3.078027e-06 1.086938e-04 1.891726e-05 4.220163e-04 
##         1064         7334         1708         5072         5795 
## 6.824669e-05 1.532362e-05 6.090185e-05 1.167867e-05 4.396015e-05 
##         9177          435         5886         9820         8309 
## 1.178185e-04 3.093500e-04 3.872739e-04 6.174467e-05 1.013020e-04 
##         6017         6473         6125         3856         7097 
## 3.166089e-05 6.186583e-07 6.116143e-07 2.296092e-04 8.362911e-04 
##         9896         7476         1989         4166         3008 
## 1.271298e-04 3.575827e-04 3.226706e-04 1.103730e-03 3.918446e-07 
##         9952           97         3843         6238         3399 
## 1.507548e-04 2.717540e-04 3.192404e-04 1.537575e-04 1.266739e-05 
##         9367         4750          689         5540         6188 
## 7.966544e-05 3.324661e-04 1.344657e-05 1.008017e-05 6.940478e-05 
##         9137         3944         1615         4112          448 
## 1.265588e-04 2.031904e-04 1.000998e-04 1.024984e-04 4.200500e-06 
##         9508         6047         7846         5419         7189 
## 6.094447e-06 2.827966e-05 6.076747e-06 1.925077e-06 1.347598e-04 
##         4501         1483         2220         3033           55 
## 4.080305e-04 5.383277e-05 1.562539e-06 3.205096e-04 9.410761e-05 
##         3804         1258         3581         3853         2963 
## 2.176501e-04 1.736749e-04 1.612679e-05 5.181814e-05 4.206107e-05 
##         7197         3995         6213         3594         2346 
## 1.979738e-04 2.088636e-05 3.996114e-04 2.190410e-06 1.471473e-04 
##         1766         2896         2722         7778         8241 
## 5.209663e-05 9.887894e-07 2.262807e-05 1.093649e-03 1.575119e-05 
##         9767         1658         2761         1959         9944 
## 1.107530e-05 1.566744e-05 4.922047e-05 6.954018e-05 1.566205e-05 
##         7439         8350         8445         7628          823 
## 1.576620e-04 8.321060e-05 4.496179e-04 5.617468e-05 1.214463e-05 
##         2978         7944         8974         7753         6944 
## 1.926058e-04 1.045884e-04 4.389092e-05 8.108406e-05 3.936839e-04 
##         5528         7960         5520         2074         1418 
## 5.100745e-06 3.019406e-04 1.894849e-06 2.024875e-05 2.941766e-07 
##         3304         9862         6772         5136         6588 
## 9.631615e-05 1.295568e-05 2.307784e-05 1.939713e-04 2.726295e-05 
##         1920         5465         7453         2347         2598 
## 2.830347e-04 3.072823e-04 7.570692e-06 7.120809e-05 1.058108e-04 
##         7032         3521         7493         8726         6206 
## 1.772757e-08 7.464623e-05 2.174945e-04 5.133405e-05 2.801368e-04 
##         1717         2923          163         7516         2222 
## 1.594226e-04 8.051127e-04 6.761123e-04 5.935316e-06 4.729521e-04 
##         6231         2993         2988         6510         7151 
## 2.663648e-08 7.930542e-06 3.524675e-05 7.665061e-06 2.247711e-04 
##         7324          308         1063          565         9483 
## 4.855771e-05 2.662598e-06 3.545647e-04 1.083590e-05 6.708863e-06 
##         3697         5476         6927         9020         7847 
## 6.492458e-05 1.119716e-04 3.450665e-08 9.408708e-06 2.046618e-04 
##         4564          870         5675         1109         2876 
## 1.194498e-03 6.264486e-05 3.610745e-05 1.124024e-05 3.846809e-07 
##         7748         2612         3501         2674         6964 
## 1.814313e-05 3.449346e-05 1.189494e-04 3.765410e-05 1.197264e-05 
##         6225         7725         9346         9828         4560 
## 5.414675e-04 7.343454e-05 5.012140e-05 3.483579e-04 5.513826e-06 
##         4831         3644         3908         5283         4753 
## 3.047105e-06 1.835128e-05 2.442867e-05 2.226726e-05 2.074260e-04 
##         3108         2527         8153         4452         9022 
## 3.781859e-07 2.263887e-04 4.715025e-05 5.838797e-04 1.825235e-04 
##         3252         8100         3568         7945         6512 
## 7.618684e-06 2.222689e-05 1.321691e-04 7.334646e-05 5.302790e-06 
##         3195         2849         1550         3463         2204 
## 2.185106e-04 8.087246e-05 1.744824e-05 2.365189e-05 6.003418e-04 
##         2745         4555         7377         8056         9079 
## 1.493091e-04 6.189375e-05 2.727048e-04 6.678263e-05 1.602611e-03 
##         4168         1992         9921         7873         8302 
## 8.187267e-05 1.496061e-04 3.359581e-05 3.641873e-05 5.042728e-04 
##         9804         7319         9016         1189         7663 
## 3.973010e-05 3.680173e-05 1.203054e-04 2.739539e-04 8.767941e-05 
##         2093         7759         8243         7078         9443 
## 1.250062e-05 4.079651e-05 7.694448e-05 1.258468e-06 5.814304e-05 
##         5877         6700          224         5658         1868 
## 1.240763e-05 7.907639e-06 2.295499e-05 6.348527e-05 1.898497e-08 
##         5863         7694         4719         2968         9299 
## 1.147453e-05 1.650242e-05 2.759229e-04 2.285195e-04 1.012029e-03 
##         5438         6438         2702         7481         6216 
## 4.879531e-05 1.146128e-06 3.841047e-05 3.011029e-06 1.320628e-04 
##         6705         2082         9755         8263         4011 
## 2.165904e-06 4.104152e-04 7.697785e-05 2.818075e-05 2.408399e-05 
##         4278          141         7281         9360         9954 
## 1.101700e-04 4.878747e-05 2.584430e-04 1.305608e-05 1.508978e-03 
##         7671         7533         5309         5674         4765 
## 1.001771e-03 1.318559e-06 6.439967e-05 6.817975e-04 3.855512e-05 
##         8324         4757          841         6883         4949 
## 2.074281e-04 3.484290e-04 5.125379e-04 4.397010e-03 2.311646e-05 
##          938         8166         2893         6031         5836 
## 2.641762e-05 2.066283e-04 2.996305e-05 2.988577e-07 8.549078e-05 
##         5463         1055         8325          453          695 
## 7.868807e-05 9.846559e-05 7.661189e-06 6.068938e-05 2.978231e-06 
##          401         6096         9157         4693          432 
## 4.308728e-04 9.249075e-05 2.451961e-05 5.200432e-04 1.942161e-06 
##         5858         3495         3680         1742         6688 
## 3.150835e-05 1.572568e-04 1.812501e-07 4.394184e-06 8.004566e-04 
##          111         8958         5537         2561         1558 
## 3.620616e-05 2.005901e-04 3.979524e-05 2.048952e-06 2.169809e-04 
##         7828         4372         9147         9219         9582 
## 3.939773e-04 3.494505e-04 1.035459e-05 1.644242e-04 6.481027e-06 
##         7387         3492         5169         8407         8072 
## 3.074202e-06 8.311519e-04 1.743247e-03 1.125848e-05 3.816837e-04 
##          862         3148         3792         4731         7567 
## 7.514644e-04 5.473944e-04 3.965038e-08 3.120450e-05 1.763867e-04 
##         9280         6687         4025         8163         2035 
## 1.654968e-04 5.961723e-07 8.917325e-07 6.515817e-05 2.200455e-07 
##         3145         7505          949         1804         8146 
## 6.586666e-06 1.567613e-04 7.056084e-05 4.812377e-04 7.678725e-06 
##         8469         5583         8249         1808         1913 
## 1.033303e-04 5.191222e-05 4.038018e-05 4.337867e-05 1.295294e-04 
##         1411         4147         7056         8112         1464 
## 1.760206e-05 4.428368e-05 2.193440e-04 1.265337e-04 2.530757e-04 
##          125         3617         2195         6568         2190 
## 2.333605e-04 3.083574e-05 1.426049e-04 8.690914e-07 5.680401e-07 
##          292         1151         7061         5119         4659 
## 6.944290e-06 3.457519e-05 8.224821e-05 1.106065e-04 3.086728e-06 
##         7376         1405         9653         4821         9142 
## 1.006080e-04 2.489975e-04 7.767013e-05 6.276588e-04 2.597125e-05 
##         4975         5911         4666         4537         9241 
## 5.512629e-05 7.577903e-05 5.096358e-04 2.951714e-07 4.439645e-04 
##         8938         7814         5648         3851         7975 
## 3.638781e-04 2.460153e-04 2.062945e-03 5.687971e-05 4.745021e-04 
##         3935         3706         3755         6991         3140 
## 4.447541e-05 8.687362e-06 1.610718e-04 7.010821e-05 1.628441e-07 
##         7288         2664         9842         6667         1713 
## 1.374348e-04 4.649516e-04 9.449775e-06 1.044333e-04 3.462035e-06 
##          856         6121         6990          246         7854 
## 2.536190e-05 3.698034e-06 1.177478e-04 6.285545e-04 1.002723e-05 
##         1203         9104         5804         9794         6672 
## 5.489846e-04 3.746024e-05 1.937921e-04 1.543618e-04 8.981117e-04 
##         9350         5998         5301         6165         1254 
## 1.379556e-04 5.411214e-05 8.116374e-06 4.732937e-05 2.443130e-04 
##          980         3887         7635         5692         2619 
## 3.834855e-08 3.993231e-05 3.227641e-06 1.270688e-07 1.382715e-03 
##         4541         7384         1211         8598         1886 
## 1.351722e-04 2.413509e-06 1.955060e-04 1.787686e-04 2.452592e-05 
##         7165          681         8957         4233         7862 
## 6.316777e-05 1.793050e-06 7.446421e-08 1.434451e-05 4.449292e-05 
##         3982         9812         7444         7152         6963 
## 8.625514e-05 2.150444e-04 5.018255e-04 2.950919e-04 1.799716e-05 
##         4460         8556         6749         1073         5896 
## 1.827243e-04 8.132010e-05 5.712765e-04 1.794841e-03 7.530635e-05 
##         7262          184         4442         3479         5515 
## 1.550018e-04 1.480519e-04 2.763788e-04 3.781691e-06 6.010081e-04 
##         3385         8785         7467         7757          441 
## 5.577341e-05 1.505594e-04 1.793337e-03 4.164837e-05 1.050673e-03 
##         8885         9611         1437         7215         9302 
## 1.728132e-05 1.133147e-04 5.791191e-04 9.793138e-04 8.874491e-06 
##         4270         7890         5681         1864         8467 
## 5.258742e-05 2.470982e-04 1.528055e-04 2.529084e-05 1.321011e-05 
##         4108         6243         6962          760         5303 
## 1.223075e-05 1.905959e-05 7.775433e-05 1.535447e-05 1.132486e-04 
##         1081         7460         2475         2663         2456 
## 7.601478e-05 8.632708e-06 7.687233e-05 1.914906e-04 1.055392e-04 
##          240         8739         7163         8179         6867 
## 2.209821e-05 3.194728e-05 3.343268e-08 2.755990e-05 3.507949e-05 
##         1047         9213         1402         8880          778 
## 1.218823e-04 1.355244e-06 1.956871e-04 7.761333e-05 1.977167e-04 
##         8337         3368         1781         4714         2788 
## 6.878661e-05 5.310520e-05 9.438497e-07 1.479211e-04 1.779301e-04 
##         3898         8327         3455         5952         3964 
## 5.387950e-05 6.435921e-06 3.294544e-05 3.645468e-03 9.170877e-06 
##         5124         5909          665         4309         7904 
## 3.529662e-05 4.036956e-05 8.411530e-05 8.187167e-05 8.264343e-05 
##          387         2481         2493         7086         7784 
## 4.168704e-06 7.787218e-04 7.840972e-04 2.815527e-06 4.739538e-05 
##          634         5936         6384         7495         5801 
## 2.672463e-06 9.849917e-06 7.697243e-06 1.359510e-04 2.689007e-05 
##         2107         8769         5340         1619         8206 
## 2.388845e-04 8.229634e-05 4.201057e-05 3.456172e-06 2.344304e-04 
##          134         9928         7073         5545         1331 
## 1.520324e-04 2.340906e-05 1.173915e-04 2.888451e-03 3.524976e-05 
##         4513         5194         4662          390         6624 
## 8.120917e-05 4.843787e-04 9.912050e-05 3.390946e-05 5.547421e-05 
##         6805         4394         8182         1280         5734 
## 1.271009e-05 9.727444e-07 2.294714e-07 1.288602e-04 4.636550e-04 
##         1928         5382          229         3155         7104 
## 2.731349e-04 2.780252e-04 1.833037e-03 1.361488e-05 9.569762e-05 
##         5882         2144          119         4639          550 
## 7.129544e-07 2.625617e-04 5.015687e-04 1.016474e-06 8.263689e-04 
##         9982         9442         9939         9423         8447 
## 2.622352e-04 9.284124e-06 2.344525e-04 9.809814e-05 1.534083e-06 
##         5305         8253         8770         8517         5571 
## 2.881092e-05 2.876315e-06 9.952697e-07 1.032316e-04 1.879415e-05 
##         8090         2125         9168         2219          320 
## 4.079865e-04 1.568815e-05 8.627843e-05 7.099502e-05 2.293727e-05 
##         8188         7085         6913         9738         3440 
## 9.385934e-05 3.773140e-05 1.956310e-04 3.842554e-05 7.682434e-04 
##         4742         1172         5090         5699         2569 
## 1.351463e-05 4.834020e-04 1.494321e-04 1.628362e-04 8.091393e-04 
##         7259         5050         9406          325         4614 
## 3.881474e-06 2.730628e-05 1.131288e-04 7.525933e-05 5.979278e-04 
##         6486         8264         7064         2157         4960 
## 8.694219e-04 2.304657e-05 8.094092e-05 1.869457e-05 1.390375e-04 
##         8930         1927         2423         8131         4929 
## 3.208887e-04 4.015930e-05 6.683816e-05 1.107127e-04 1.462899e-04 
##         3349         5973         8189         7941         7983 
## 3.228314e-05 3.144340e-06 6.928934e-05 5.878467e-05 9.335007e-04 
##         2415         6009          404         4373         2324 
## 1.836640e-05 2.122596e-05 2.167670e-06 2.585293e-06 1.011108e-04 
##         8465         8362         6897         2867         9591 
## 2.872576e-04 1.007313e-03 5.065120e-05 5.774295e-05 9.698783e-05 
##         5745         8340         3286         1488         4672 
## 1.036324e-05 1.303889e-06 5.790988e-08 8.495454e-06 1.715359e-06 
##         2189         6506         7111         6719         4410 
## 1.239483e-04 5.429715e-05 3.996223e-07 2.003658e-05 5.706057e-06 
##           36         8791         1207         2897         1235 
## 6.223617e-04 3.178745e-04 4.016804e-05 6.771072e-06 1.179790e-05 
##          235         8200           53         3605         2041 
## 3.407328e-04 1.521620e-04 2.125899e-04 4.967148e-05 1.048239e-06 
##         3837         8170         9124         2334         2892 
## 1.135051e-04 2.575293e-04 2.471720e-05 9.836279e-05 2.053715e-04 
##         2789         6712         6889          210         7659 
## 4.669199e-06 7.349331e-05 2.416410e-05 5.147348e-05 6.150745e-04 
##         5551         4953         6039         3262         3981 
## 2.394873e-05 7.476029e-04 4.667235e-04 2.426332e-06 9.896805e-05 
##          740          357         1646         3497         1030 
## 7.691971e-04 1.497731e-04 2.976282e-07 2.290811e-04 2.535033e-05 
##         8945         6611         1822         6752         7749 
## 9.862888e-05 2.058648e-04 1.036139e-04 1.723124e-05 7.562426e-07 
##          195         1687         8725          101         5222 
## 3.452500e-06 8.814038e-05 5.046245e-05 1.607359e-05 4.278791e-06 
##         9585         6622         3017         1129          764 
## 6.564091e-06 5.101039e-05 6.242054e-06 1.835098e-05 9.361769e-05 
##         5807         7634         1068         9441         6537 
## 3.260509e-04 6.641778e-04 6.007942e-04 8.326309e-05 2.336843e-04 
##          129         8910         1559         8452         4577 
## 4.177294e-04 2.109954e-04 2.169024e-04 1.806626e-04 4.781011e-05 
##         1508         5056         4852         4694         3810 
## 2.507173e-05 4.830824e-05 1.359484e-05 1.215350e-04 1.339692e-04 
##          789         3518         2135         9048         1233 
## 7.556952e-04 2.308158e-06 2.591995e-05 9.392619e-08 2.052836e-04 
##         4997         9245         6609         6716         4369 
## 3.047147e-04 7.433122e-05 6.264767e-05 1.769789e-05 7.686559e-06 
##         3795         3260         4393         5985         7434 
## 1.822836e-05 5.533460e-08 1.972118e-05 1.268018e-05 7.064122e-05 
##         4718         1950         1309         5976         8165 
## 1.982796e-04 1.036087e-04 5.935089e-06 1.286396e-05 9.394161e-05 
##         3858         3523         1862         3123         7423 
## 2.187966e-04 5.601869e-05 1.832541e-04 1.239523e-06 3.375701e-04 
##         6090         5393         7898         1462         2738 
## 4.960613e-05 2.467625e-07 1.338937e-05 2.094334e-09 2.801985e-04 
##         9615         7385         5272         5358         1807 
## 3.013233e-06 3.512757e-04 7.473061e-05 5.585052e-05 6.896533e-05 
##         8941         1575         1045         4444         3915 
## 1.674226e-05 7.316843e-06 5.827700e-06 6.719271e-07 7.980504e-07 
##         4583         6268         6754         1002         9444 
## 2.632783e-05 1.791364e-03 1.307503e-04 1.462981e-05 6.146176e-05 
##         7049         9872          814         5148         2044 
## 1.203251e-05 3.521230e-08 1.961422e-04 1.080544e-04 3.092172e-04 
##         8640          853         7129         4884         6037 
## 1.862336e-04 3.572274e-05 8.955813e-05 5.598978e-04 1.426785e-04 
##         9847         1771         3806         9533          127 
## 2.408881e-04 1.500522e-06 7.330952e-05 2.887054e-05 2.327139e-04 
##         3315         9757         8223         6247         8152 
## 8.926725e-05 2.470848e-05 4.420808e-05 6.798325e-05 4.975570e-05 
##         9563          462          128         1496         4882 
## 1.802316e-05 6.676936e-04 3.530753e-05 2.657417e-04 2.588053e-06 
##         8626         7430         2681         1072         9572 
## 2.741857e-04 9.593710e-05 8.549551e-06 2.047719e-04 1.877762e-05 
##         5173         4588         6299         6049         6289 
## 9.123330e-05 7.767289e-06 3.405601e-04 9.391147e-08 2.914365e-05 
##         6932           68         1076         5334         1555 
## 5.238979e-06 1.714538e-03 3.654745e-04 1.828193e-06 8.851392e-06 
##         1761         5893         6864          736         9546 
## 5.947895e-06 4.148903e-05 2.524747e-04 4.695851e-05 7.416681e-06 
##         5738         3579         8111         5290         2787 
## 7.558458e-06 2.530716e-04 8.191118e-04 5.731805e-06 1.676500e-05 
##          572         7871         3515          829         5951 
## 2.992562e-05 6.789464e-04 1.647849e-04 2.118960e-05 9.509503e-05 
##          587         6116         8516         1390         1548 
## 1.172154e-06 1.025910e-04 1.700095e-04 1.900849e-05 5.386285e-05 
##         9122         5619          700         9306         5268 
## 1.081551e-05 1.668743e-04 1.047543e-05 4.019549e-04 3.084013e-05 
##         7309         7661         5350         9149         8093 
## 4.013393e-06 8.979673e-05 3.991277e-06 4.263891e-04 7.687312e-05 
##         2618         7468         3264          867          350 
## 2.799923e-06 1.455115e-06 6.259023e-06 3.051127e-05 4.308905e-04 
##         5183         4176         4708          472          422 
## 9.601199e-06 4.638076e-04 9.722043e-05 5.974947e-06 4.304382e-04 
##         7838         4329         6742         3414         8282 
## 4.951821e-04 8.996952e-05 8.857556e-05 8.299995e-06 9.106562e-05 
##         5691         6573         9948         3662         8473 
## 1.720226e-04 4.036004e-04 3.775368e-05 3.619575e-04 3.669318e-04 
##          705         6725         7810          324         3828 
## 3.015096e-05 1.259843e-04 1.418596e-04 7.754368e-05 1.154883e-05 
##         9870         7695         2387          386         9656 
## 1.234949e-04 6.526723e-05 2.159085e-05 3.038133e-05 1.359877e-04 
##         7135         3709         4747         1091         4741 
## 3.363544e-04 4.653380e-05 6.464955e-05 4.672582e-04 2.894427e-03 
##         5398         4415         7127         5670         9664 
## 3.555260e-05 4.195193e-05 1.373461e-04 4.412704e-06 7.137510e-05 
##         5508         1161         7179          617         3303 
## 2.748065e-05 6.354581e-06 6.785317e-05 9.660069e-06 2.023559e-07 
##         4954         6321         8373         5603         9461 
## 5.223374e-06 1.435577e-04 4.062730e-06 1.626719e-05 6.389077e-05 
##         2914         1919         5757         9596         8277 
## 5.285987e-07 2.953189e-05 4.858806e-07 1.575319e-04 3.221295e-06 
##         3553         9492         3469         8475         2803 
## 5.981975e-06 8.154937e-05 1.033198e-04 2.132356e-04 4.116427e-04 
##         9277         9547         9947         2126         1888 
## 1.436419e-05 7.686387e-04 4.098129e-05 1.563621e-04 9.507231e-08 
##         5082          942         8081          167         3289 
## 1.583160e-05 2.904504e-05 1.765181e-04 8.884018e-06 1.058172e-04 
##         5979         3929         8927         2785         3578 
## 2.627345e-04 2.773732e-09 6.668210e-06 1.044267e-03 1.467538e-04 
##         6834         4087         2496         3032         3941 
## 3.243300e-05 5.371069e-04 2.585779e-05 2.047643e-05 1.320032e-04 
##         2692         8453         8478          230         5488 
## 1.618844e-05 3.400043e-05 1.133007e-05 4.409396e-06 3.960445e-07 
##         5068         6812         4165         5482         6875 
## 9.006300e-05 3.348828e-05 1.012751e-04 5.853339e-05 1.409332e-03 
##         4409         6949         9495         8194         2168 
## 6.032745e-05 8.757397e-05 3.600459e-06 1.377994e-05 5.756573e-05 
##         6659          731         3215          310         6409 
## 6.375125e-05 3.796386e-04 1.564313e-05 8.209264e-05 6.907587e-05 
##         6224         6487         1628         6767         4764 
## 1.937558e-05 1.742629e-06 3.782651e-05 9.094661e-04 3.602370e-05 
##         9768         6698         7296         7492         7199 
## 1.572891e-04 1.093358e-04 2.989597e-06 6.720535e-05 8.700824e-04 
##         6105         9984         6423         9307         3601 
## 4.324477e-05 1.309260e-04 2.293744e-05 2.108842e-05 8.069882e-05 
##         6288         9795         7573         7525         7892 
## 1.623524e-04 9.750423e-05 4.307650e-05 8.936173e-06 1.324786e-05 
##         7072         8352         1565         6751         8097 
## 1.139045e-05 5.093589e-05 1.829492e-05 2.523297e-05 5.033983e-05 
##         5610         5431         9199         2060         7883 
## 2.102531e-05 8.268705e-05 1.190685e-04 4.075994e-05 8.775814e-06 
##         3833         4941         3861         1556         9407 
## 8.031379e-05 3.853099e-04 5.030814e-05 4.953196e-04 1.334170e-05 
##          668         2520         7047         1444         2689 
## 5.943852e-06 2.844726e-05 4.532681e-05 2.045301e-04 8.660498e-05 
##         9829         4518         5316         1362         6985 
## 1.666777e-04 1.899002e-07 2.090670e-04 1.199198e-06 2.606644e-05 
##          655          630         5147         7644         3422 
## 8.692487e-05 3.042970e-05 1.108549e-03 2.765714e-07 5.593485e-05 
##          820         6836         8566         1809         4938 
## 8.200386e-06 5.071290e-05 9.413286e-06 4.363849e-05 1.326071e-05 
##         9810         7070         8015         7398         6262 
## 2.845397e-07 1.066559e-05 6.011152e-06 1.070574e-04 2.898281e-04 
##         1198         1260         1110          599         2155 
## 2.746541e-04 1.706455e-05 1.951152e-04 1.302263e-04 2.626032e-04 
##         2143         6520         3955         6012         2299 
## 9.812228e-07 1.761792e-05 1.205505e-06 3.024416e-05 7.416188e-05 
##         6887          147         7923         6721         1934 
## 6.234360e-05 7.641117e-05 1.257858e-05 2.648516e-04 1.230825e-04 
##         4580         5550          418         5581         1382 
## 1.684806e-04 6.480420e-05 1.075899e-04 3.343015e-05 1.870488e-05 
##          765          913         7008         3819         9176 
## 1.654818e-05 2.082786e-04 1.204827e-04 1.026750e-03 8.248950e-06 
##         8361         5626 
## 6.116611e-05 5.667101e-05

Test

if (algo.stepwise == TRUE){
  test.model(model.stepwise, data.test, "Stepwise Selection")
}
## [1] "Summary of predicted values: "
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   110.2   122.2   125.8   125.7   129.3   140.9 
## [1] "Stepwise Selection Test MSE: 95.4636497886549"

Stepwise Selection (w/ filtered train)

Train

if (algo.stepwise == TRUE){
  t1 = Sys.time()
  
  model.stepwise2 = step(model.null2, scope=list(upper=model.full2), data = data.train2, direction="both", trace = 0)
  print(summary(model.stepwise2))
  #saveRDS(model.forward,file = "model_stepwise.rds")
  
  t2 = Sys.time()
  print (paste("Time taken for Stepwise Selection: ",t2-t1, sep = ""))
  
  plot.diagnostics(model.stepwise2, data.train2)
}
## 
## Call:
## lm(formula = y3 ~ sqrt.x18 + x7 + stat98 + stat110 + x9 + x4 + 
##     x16 + x17 + x10 + stat14 + x11 + x8 + stat60 + x21 + stat23 + 
##     stat41 + stat3 + stat146 + x13 + stat4 + stat149 + stat128 + 
##     stat100 + stat144 + stat172 + stat24 + stat85 + stat38 + 
##     stat13 + stat33 + stat35 + stat15 + stat175 + stat11 + stat135 + 
##     stat61 + stat26 + stat126 + stat84 + stat92 + stat90 + stat207 + 
##     x19 + stat59 + stat99 + stat105 + stat87 + stat73 + stat50 + 
##     stat182 + stat54 + stat156 + stat32 + stat76 + x5 + stat153 + 
##     stat200 + stat177 + x14 + stat210 + stat34 + stat21 + stat174 + 
##     stat39 + stat162 + stat55 + stat216 + stat115 + stat9 + stat71 + 
##     stat133 + stat217, data = data.train2)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -17.3366  -5.0809  -0.8976   4.6281  22.0153 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  8.391e+01  1.965e+00  42.697  < 2e-16 ***
## sqrt.x18     7.100e+00  2.117e-01  33.545  < 2e-16 ***
## x7           3.159e+00  1.436e-01  21.995  < 2e-16 ***
## stat98       9.372e-01  5.480e-02  17.104  < 2e-16 ***
## stat110     -8.874e-01  5.549e-02 -15.991  < 2e-16 ***
## x9           8.437e-01  7.494e-02  11.257  < 2e-16 ***
## x4          -1.353e-02  2.033e-03  -6.653 3.14e-11 ***
## x16          2.976e-01  4.815e-02   6.181 6.80e-10 ***
## x17          4.300e-01  7.340e-02   5.858 4.95e-09 ***
## x10          4.214e-01  6.940e-02   6.072 1.35e-09 ***
## stat14      -2.919e-01  5.524e-02  -5.284 1.31e-07 ***
## x11          8.430e+07  1.665e+07   5.062 4.29e-07 ***
## x8           1.326e-01  3.368e-02   3.938 8.32e-05 ***
## stat60       2.377e-01  5.604e-02   4.242 2.25e-05 ***
## x21          4.201e-02  9.544e-03   4.402 1.09e-05 ***
## stat23       1.997e-01  5.562e-02   3.590 0.000333 ***
## stat41      -2.122e-01  5.531e-02  -3.837 0.000126 ***
## stat3        2.085e-01  5.606e-02   3.720 0.000201 ***
## stat146     -1.867e-01  5.587e-02  -3.342 0.000836 ***
## x13          5.937e-02  1.684e-02   3.524 0.000428 ***
## stat4       -1.911e-01  5.617e-02  -3.403 0.000670 ***
## stat149     -1.747e-01  5.642e-02  -3.096 0.001970 ** 
## stat128     -1.588e-01  5.545e-02  -2.863 0.004207 ** 
## stat100      1.856e-01  5.600e-02   3.314 0.000926 ***
## stat144      1.668e-01  5.548e-02   3.006 0.002656 ** 
## stat172      1.471e-01  5.589e-02   2.632 0.008507 ** 
## stat24      -1.430e-01  5.585e-02  -2.560 0.010500 *  
## stat85      -1.254e-01  5.563e-02  -2.254 0.024234 *  
## stat38       1.290e-01  5.584e-02   2.310 0.020923 *  
## stat13      -1.150e-01  5.550e-02  -2.073 0.038250 *  
## stat33      -1.330e-01  5.582e-02  -2.383 0.017223 *  
## stat35      -1.428e-01  5.614e-02  -2.544 0.010971 *  
## stat15      -1.106e-01  5.541e-02  -1.995 0.046041 *  
## stat175     -1.149e-01  5.605e-02  -2.049 0.040495 *  
## stat11      -1.202e-01  5.601e-02  -2.147 0.031855 *  
## stat135     -1.220e-01  5.585e-02  -2.185 0.028955 *  
## stat61      -1.266e-01  5.587e-02  -2.267 0.023452 *  
## stat26      -1.092e-01  5.577e-02  -1.958 0.050257 .  
## stat126      1.016e-01  5.585e-02   1.819 0.068968 .  
## stat84      -1.131e-01  5.616e-02  -2.014 0.044025 *  
## stat92      -1.109e-01  5.601e-02  -1.979 0.047814 *  
## stat90      -1.203e-01  5.604e-02  -2.147 0.031855 *  
## stat207      1.207e-01  5.593e-02   2.159 0.030912 *  
## x19          7.378e-02  3.727e-02   1.980 0.047780 *  
## stat59       8.989e-02  5.588e-02   1.609 0.107780    
## stat99       9.746e-02  5.651e-02   1.725 0.084625 .  
## stat105      1.096e-01  5.554e-02   1.973 0.048524 *  
## stat87      -9.329e-02  5.590e-02  -1.669 0.095180 .  
## stat73       9.508e-02  5.647e-02   1.684 0.092261 .  
## stat50       8.895e-02  5.534e-02   1.607 0.108024    
## stat182      9.627e-02  5.635e-02   1.708 0.087610 .  
## stat54      -8.949e-02  5.634e-02  -1.588 0.112233    
## stat156      9.381e-02  5.614e-02   1.671 0.094790 .  
## stat32      -8.847e-02  5.616e-02  -1.575 0.115216    
## stat76       9.296e-02  5.607e-02   1.658 0.097387 .  
## x5           1.134e-01  6.687e-02   1.696 0.089957 .  
## stat153      9.269e-02  5.652e-02   1.640 0.101090    
## stat200     -8.860e-02  5.504e-02  -1.610 0.107511    
## stat177     -9.132e-02  5.627e-02  -1.623 0.104634    
## x14         -1.174e-01  7.281e-02  -1.612 0.106986    
## stat210     -8.955e-02  5.613e-02  -1.595 0.110660    
## stat34       9.205e-02  5.577e-02   1.651 0.098872 .  
## stat21      -9.355e-02  5.639e-02  -1.659 0.097196 .  
## stat174      9.384e-02  5.584e-02   1.681 0.092888 .  
## stat39      -9.082e-02  5.536e-02  -1.641 0.100921    
## stat162     -8.682e-02  5.541e-02  -1.567 0.117197    
## stat55       8.644e-02  5.572e-02   1.551 0.120885    
## stat216     -7.898e-02  5.540e-02  -1.426 0.154006    
## stat115      8.038e-02  5.574e-02   1.442 0.149341    
## stat9       -8.224e-02  5.612e-02  -1.466 0.142818    
## stat71       8.108e-02  5.574e-02   1.455 0.145831    
## stat133      8.165e-02  5.608e-02   1.456 0.145440    
## stat217      7.856e-02  5.583e-02   1.407 0.159407    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 7.265 on 5635 degrees of freedom
## Multiple R-squared:  0.3352, Adjusted R-squared:  0.3268 
## F-statistic: 39.47 on 72 and 5635 DF,  p-value: < 2.2e-16
## 
## [1] "Time taken for Stepwise Selection: 4.71316968202591"

## [1] "Number of data points that have Cook's D > 4/n: 290"
## [1] "Number of data points that have Cook's D > 1: 0"
##         3167         2824         6081         3220         4244 
## 1.425119e-04 1.652281e-06 1.290855e-06 2.570917e-05 4.506530e-04 
##         8540         1169         2211         6546         4289 
## 1.324273e-06 2.052561e-04 4.702307e-06 1.946932e-05 4.410655e-04 
##         1976         8380         2866         3788         8053 
## 1.793595e-04 4.649745e-05 1.350615e-04 3.755547e-04 5.387286e-05 
##         9864          416         9047         9999         5828 
## 6.912787e-06 3.695718e-04 1.715859e-04 2.658348e-04 1.909861e-05 
##          295         7690         9633         4140          663 
## 1.573888e-08 2.093156e-04 1.141115e-03 3.623715e-07 5.053358e-06 
##         3196         2840         7120           90         4490 
## 3.183457e-04 4.310892e-05 5.411189e-05 7.973132e-05 9.876800e-05 
##         6380          967         3004         1799         3419 
## 4.332096e-05 1.739601e-05 2.254318e-05 1.896225e-04 1.604934e-04 
##         3587         5428          239         5688         7541 
## 4.597490e-04 5.175246e-07 2.640911e-05 5.064514e-04 7.078193e-07 
##         2251         3825         2835         7938         8698 
## 6.737695e-05 6.774233e-04 4.406382e-04 1.659452e-05 2.210764e-04 
##         7260         6975         6994         6857         7142 
## 5.556631e-04 5.083007e-08 8.118228e-08 2.043698e-04 3.417503e-06 
##          194          380         8328         6204          139 
## 2.037736e-07 3.323754e-05 2.214685e-04 3.718484e-04 1.349012e-04 
##         2906         7989         9096         1831         7750 
## 5.010317e-04 5.759630e-05 3.206600e-04 2.212533e-05 1.187844e-04 
##         3234         8613         6837         4075         9425 
## 2.409676e-04 1.594369e-04 4.686267e-04 1.403182e-05 4.359710e-04 
##         8638         6781         7776         6574         5504 
## 9.450144e-07 1.026005e-04 7.341751e-04 1.030219e-04 3.455231e-04 
##         2176         8304         6554          584         8509 
## 1.614151e-06 8.271011e-06 2.258773e-04 4.268222e-04 1.938147e-08 
##         9291         8768         2002         5639         7835 
## 1.060602e-03 6.663029e-04 1.265222e-05 1.109371e-04 1.355917e-06 
##         8466         7308          203         7861         5452 
## 6.049013e-05 6.824737e-05 2.432165e-05 4.139198e-05 5.482978e-05 
##         6130         9697         2068         8978         8209 
## 2.736853e-05 3.811943e-04 2.235501e-04 1.769678e-04 5.511068e-04 
##         3410         5215         6525         8052         9686 
## 1.930402e-04 1.739717e-04 7.479467e-05 7.489994e-06 4.066110e-05 
##         4308         8757         6043         4787         3622 
## 7.555659e-05 2.489258e-05 4.088253e-04 1.560258e-05 1.213661e-04 
##         2244         4837         5522         3061          526 
## 2.062721e-05 3.819289e-04 1.751631e-05 1.091737e-04 1.288281e-04 
##         3786         6217         4098          212         9630 
## 1.233768e-05 2.513614e-04 1.816143e-04 6.623255e-05 1.558300e-06 
##         3005          187         6293         4454         2505 
## 2.196032e-04 7.206271e-05 2.191608e-04 2.253039e-04 3.789037e-05 
##           14          371         4034         2596         7397 
## 1.599125e-05 2.978005e-05 5.211462e-05 1.259124e-04 3.495061e-04 
##         7538         1008          343         7313         2953 
## 2.344371e-05 4.968766e-04 8.410565e-04 4.224917e-04 5.040597e-06 
##          241         8008         9602         3152         8950 
## 1.351113e-04 1.070789e-03 3.179113e-05 6.581241e-05 2.545352e-04 
##         3087         9676         7848         5327         5763 
## 2.166218e-04 2.055947e-04 8.969671e-05 1.125724e-04 7.345040e-05 
##         4192         5339          540         8763         9340 
## 3.470315e-04 7.223057e-05 9.454618e-05 2.076350e-06 1.528752e-06 
##         3074         1134         8708         1589         6084 
## 2.653222e-05 1.216252e-04 5.738204e-05 2.299745e-04 1.922220e-05 
##         6545         1942         5446         3247         7894 
## 2.404861e-04 2.799574e-05 2.050689e-04 3.968480e-04 1.276409e-04 
##         3927         4207         3182         9715         9967 
## 3.622285e-05 4.400487e-06 2.653545e-04 9.248265e-04 7.546503e-06 
##         4100         9817         3655         5413         3266 
## 2.309117e-04 7.552944e-05 2.265214e-05 1.415005e-03 7.906000e-05 
##           82         9971         5051         8998         2630 
## 2.853312e-04 9.063132e-05 1.290751e-05 2.488735e-04 9.708204e-05 
##         3224         4129         2719          174         3157 
## 1.206132e-03 6.473307e-04 8.531415e-07 9.318437e-04 2.082069e-08 
##         4819         9305         3277         2934         8444 
## 3.603777e-05 5.914471e-05 1.227803e-03 6.857168e-06 2.144785e-04 
##         6684         5770         4435          236         6653 
## 1.922783e-05 5.208710e-04 3.365987e-04 5.224972e-06 1.119645e-04 
##         8217         2115         9091           91         3233 
## 1.281894e-04 8.640794e-06 2.813425e-05 7.985603e-05 3.129956e-04 
##         7729         7886         1300         1652         4021 
## 6.371355e-06 2.249289e-04 1.694425e-04 8.917898e-05 3.404287e-08 
##         3370         4134         3223         5997          581 
## 4.284359e-04 4.433926e-06 4.175678e-05 2.700233e-04 4.389073e-05 
##         2999         7105          900         3297         4812 
## 6.609445e-05 8.671323e-06 1.412506e-03 4.808459e-05 5.157081e-04 
##         3590         3608          704         6408         4565 
## 3.715556e-05 8.638457e-05 5.406486e-05 5.106004e-04 2.741516e-04 
##         3390         9420         9237         6320         2497 
## 3.958454e-04 2.304193e-07 3.827477e-04 1.649326e-04 3.928467e-04 
##         8697          625         1850         1277         7669 
## 1.954889e-04 5.301841e-05 7.645235e-05 7.323684e-04 2.082803e-05 
##         1322         5547         2708         2169         3434 
## 3.233307e-04 7.755596e-04 5.823549e-05 3.383822e-04 9.485445e-04 
##         1674         1752         7337         5067         9326 
## 1.676553e-04 1.031084e-05 3.057717e-05 4.904350e-05 1.434394e-04 
##         1014         9208         8997         3586         1594 
## 1.084213e-05 8.347196e-04 2.502551e-05 5.901813e-06 2.406793e-04 
##         3685         6252         7787         2798         5462 
## 5.886904e-05 3.493293e-04 2.554868e-04 6.694950e-06 1.588953e-05 
##         1877         6101         6175         9087         1067 
## 1.565828e-04 6.078304e-04 7.497006e-05 4.435693e-05 7.691843e-05 
##         1524         2908         6373         4221         1767 
## 6.530578e-07 4.738999e-05 5.758231e-04 1.003252e-04 5.305682e-06 
##         5125         9215         5664         5274         3130 
## 6.718698e-05 2.833886e-06 4.616386e-04 3.357185e-05 1.269306e-04 
##         8855         9765         8424         4886         2857 
## 4.480661e-04 1.291461e-04 5.780661e-04 3.734165e-05 7.640611e-06 
##         4239         6387         9932         1900         7930 
## 5.440113e-05 2.672186e-05 2.391475e-04 5.001346e-04 2.133705e-04 
##         1451         4883         5894         9995         9478 
## 1.425843e-05 3.536315e-09 2.196482e-05 2.476619e-04 2.252144e-04 
##         4150         8404         6357         9354         5086 
## 7.211740e-06 6.977974e-05 7.581719e-06 4.634928e-04 6.777984e-05 
##         6940         7888          679         1922         1794 
## 4.464937e-04 1.075464e-04 4.404872e-04 1.225260e-06 6.660655e-06 
##         5092         1579         7449         2120         7926 
## 1.496247e-05 2.350189e-04 2.037137e-07 8.151126e-05 9.096744e-07 
##         1608         3666         6349         3360          602 
## 3.517441e-04 1.806658e-05 6.540285e-05 1.178025e-04 5.001885e-08 
##          981         7291         9188         3684         2584 
## 3.481779e-05 8.074635e-04 3.889980e-05 3.319309e-04 2.732718e-04 
##         7234         8154         7381         7950         2546 
## 1.485616e-04 1.679510e-05 8.035341e-06 3.852213e-05 2.791337e-05 
##         4482          215         5643         4796         7320 
## 2.587611e-04 1.612856e-04 8.392551e-07 3.747398e-05 4.328697e-06 
##         4562         7756         9145         3963         8070 
## 5.513583e-04 2.671746e-05 1.134762e-03 1.633507e-05 1.751654e-04 
##         6763         8688          719         6371         4546 
## 2.959707e-05 2.178483e-05 1.259694e-04 6.322581e-05 1.928916e-04 
##         1202         6888         7389         2851         6242 
## 3.423433e-06 4.190287e-05 6.473615e-04 3.666713e-08 5.174873e-04 
##         6377         2972         2151         3460         7267 
## 9.996249e-05 1.018675e-04 6.273348e-04 2.199244e-05 2.983703e-05 
##         7475          516         4422         2873         1232 
## 5.491475e-05 2.342169e-04 9.907175e-05 1.948548e-06 3.368630e-04 
##         3117         9120         3780         4563         4093 
## 1.326129e-07 8.198102e-08 9.444957e-06 3.813069e-05 2.996380e-06 
##         1863         7249         6959         2870         1611 
## 1.178909e-04 3.143163e-07 4.442648e-05 1.414897e-05 6.112163e-05 
##         2933         6353         3470         4887         1311 
## 4.307758e-05 9.905676e-08 4.751628e-05 8.876119e-04 7.994771e-07 
##         5521         6407         2046         7482         2952 
## 1.356002e-05 4.919278e-05 3.457610e-05 1.021364e-04 5.387297e-04 
##         8716         4993         5258          755         4604 
## 1.603285e-04 7.919671e-05 1.008737e-06 2.899104e-06 6.536837e-09 
##         2831         9558         7727         1610         6364 
## 1.059441e-04 1.439020e-04 2.591782e-04 2.395764e-05 5.268035e-06 
##         3650         2525         3430         3204         5454 
## 2.094792e-04 3.625703e-06 7.104203e-05 9.943735e-05 6.692932e-05 
##         7527         7534         7521         3239         8955 
## 3.315142e-05 4.560040e-05 1.174192e-04 3.536055e-05 3.003705e-06 
##         9070         8719         7648         5233         9097 
## 1.502141e-05 1.485034e-06 9.198277e-05 1.478945e-06 1.911223e-04 
##          424         1004         2414          857         9997 
## 2.637364e-04 2.047987e-04 1.115934e-05 7.024425e-04 6.415809e-05 
##         7021         9279          932         7310         9045 
## 1.074283e-05 2.225971e-04 7.640686e-04 1.752396e-04 5.477621e-06 
##         5715         7051         5579         1101         1349 
## 3.947638e-05 1.786332e-05 6.955843e-05 2.431174e-05 4.956593e-04 
##         8151          438           38         3468         7598 
## 1.232057e-04 2.869860e-05 5.412168e-06 4.193814e-06 5.009257e-04 
##         6132         9115         4906         7667         7412 
## 3.526003e-04 3.537513e-04 7.570326e-05 1.178974e-06 7.551527e-05 
##         9333         9717         9173         5958         6334 
## 3.405573e-04 1.371117e-04 2.183571e-05 2.227682e-05 8.810081e-05 
##         2314         4360           67         8420         2698 
## 1.938191e-05 3.383181e-05 2.327286e-04 3.264167e-04 1.257278e-04 
##         7583           54         7413         4893         8029 
## 2.529430e-04 5.986897e-04 2.344404e-04 5.649286e-06 1.086652e-04 
##         8284         7360         2637         9073         5062 
## 2.544886e-04 3.516008e-05 2.109116e-05 9.630864e-04 4.883809e-05 
##         4983         2620          763         3212         2744 
## 2.046994e-07 3.017192e-04 1.037963e-04 2.611646e-05 2.766275e-05 
##         9471         2058         3200         5685         9487 
## 1.691639e-05 2.181453e-04 1.114019e-04 8.144297e-06 7.590572e-05 
##           29         7811         7851         9121         7999 
## 5.909009e-06 5.413301e-05 2.574232e-05 5.698657e-06 2.409881e-04 
##         2187         3949         8976         3187         9231 
## 3.755937e-08 3.554519e-06 3.926149e-05 7.063740e-05 1.571207e-06 
##         6896         4912         9782         5683         1130 
## 2.049201e-04 1.251070e-04 1.426194e-04 1.437078e-04 4.456512e-07 
##         4466         2843         4170         9815         8986 
## 8.111031e-05 1.732369e-04 1.104463e-03 7.257843e-05 9.858603e-05 
##         8560          807         9650          749         5014 
## 8.361645e-06 1.855115e-07 5.010990e-04 4.722482e-06 1.420917e-04 
##         5392          334         6314         5093         8389 
## 2.431150e-04 4.050441e-04 4.127843e-04 1.986617e-04 1.527335e-04 
##         8542         1630         4692         6872         9463 
## 3.875161e-08 3.210858e-04 3.396446e-05 1.306486e-05 1.771060e-08 
##         4439         3512         6517         3163         5247 
## 2.601802e-04 1.149875e-04 3.090055e-05 2.101090e-06 2.106383e-05 
##         8344         3190          124         5953         8384 
## 1.184264e-05 8.482690e-06 6.571854e-04 4.053032e-04 5.335411e-05 
##         2638         6103          318         4348         9119 
## 7.732873e-06 1.435944e-05 1.987930e-04 1.222700e-04 1.519884e-05 
##           16          906         4247         5719         5037 
## 5.948034e-05 6.632344e-05 2.234427e-04 1.524102e-04 7.499639e-04 
##          511         6669         5657          782         4600 
## 4.126466e-06 3.123272e-04 9.737365e-06 6.217779e-05 1.136801e-04 
##         6376         8917         7588         2962         6595 
## 3.153459e-05 7.985922e-04 2.794489e-05 3.972203e-04 2.346813e-04 
##         4631         9449         2983         4119          479 
## 2.601817e-05 1.114432e-04 4.412753e-04 7.222298e-04 4.007341e-04 
##         6507         1478         9824         5816         7524 
## 8.277579e-04 2.649746e-05 1.220714e-03 3.043528e-04 4.674518e-04 
##         7015         9451         6306         4625         9713 
## 1.799549e-05 3.963815e-04 3.418757e-06 1.574541e-04 3.622898e-05 
##         1244          271         3235         1540         4149 
## 1.179218e-03 8.180172e-06 5.774385e-05 5.043185e-06 6.546576e-04 
##         5315         9017         1903         1239         2010 
## 1.548563e-04 3.188601e-04 3.900921e-05 1.109517e-04 2.336413e-04 
##         4476         9389         7012         3583         2161 
## 1.602266e-05 6.522577e-05 1.028822e-05 8.804997e-05 1.146442e-06 
##         8454         1984         7763         1078         9929 
## 6.865864e-06 6.362420e-04 1.668600e-05 8.243125e-06 9.580877e-07 
##         3340         6069         6106         6174         5614 
## 5.024576e-04 5.612678e-05 3.039862e-05 3.093374e-04 4.001992e-05 
##         3682          809          825         7777         7461 
## 1.758394e-04 6.969976e-05 1.697191e-04 8.315127e-04 4.730784e-04 
##          887         5718         4384         2091         4668 
## 6.695202e-04 1.684482e-06 4.586208e-04 1.012831e-03 2.258054e-06 
##         5706         9259         8357         5032         3397 
## 9.228132e-05 6.959954e-04 2.273813e-04 2.880405e-04 4.224640e-05 
##         7736         1156         6191         8410         7217 
## 7.161891e-05 1.106986e-06 8.716323e-05 2.149308e-04 1.364078e-05 
##         3386         6894          392         1757          939 
## 4.174171e-05 7.643595e-05 9.401427e-05 7.691917e-08 3.882305e-06 
##          341         8559         9553         6466         3821 
## 1.218513e-04 1.083524e-04 1.467994e-04 7.523414e-04 2.656249e-05 
##         5777         4670         2426          797         4955 
## 2.639237e-04 3.319659e-04 1.129301e-03 4.704743e-06 2.544085e-04 
##         9426         2430         3690         4623         9099 
## 3.584788e-05 1.590901e-06 3.794179e-04 4.348518e-04 4.348792e-04 
##         8777         7718         6092         4854         2478 
## 5.129522e-04 2.469037e-04 3.746895e-05 4.275115e-04 1.782543e-04 
##         9502         9170         9019         8323         2772 
## 1.216603e-04 6.079104e-05 2.748337e-05 7.973523e-05 1.240258e-04 
##         6433         7739         4624         9427         9906 
## 8.002885e-04 7.563057e-05 5.696599e-06 6.072583e-04 4.093229e-04 
##         1606         4910         8088         5453         9082 
## 3.447037e-05 1.896293e-04 1.447037e-06 7.103347e-04 3.663546e-05 
##         3481         5844           96         3965         7508 
## 1.696998e-08 4.699361e-04 4.511239e-05 1.127349e-09 1.690178e-06 
##         3570         3766         8747          951         3147 
## 1.793544e-04 9.312078e-05 1.403427e-04 5.373450e-05 6.501359e-05 
##         3750         9775         5656         7480         2799 
## 7.480911e-04 2.637320e-04 3.897826e-04 3.217984e-05 1.195056e-04 
##         2403         3090         1852         4078         9761 
## 1.949321e-06 8.643156e-05 3.060222e-05 3.170458e-06 2.249479e-05 
##         8962         8856         7928         1586         3783 
## 3.581160e-05 7.240990e-06 6.663734e-04 1.696373e-04 9.022619e-05 
##         2017         3473         8969          779         1759 
## 5.251684e-04 9.728020e-04 3.667794e-05 2.808620e-04 5.203887e-06 
##         6044         5497         5703         7978         1811 
## 4.464915e-05 8.515020e-07 1.327804e-04 1.333363e-04 1.506283e-04 
##         7745         4383         6999         1963         4156 
## 6.742658e-05 1.648974e-04 1.580144e-04 3.415038e-05 3.250007e-06 
##         2088         9528         7417         9763         2308 
## 1.845201e-05 6.733860e-08 1.789309e-06 2.319230e-04 4.362143e-04 
##         1360          804         1452         7429         6973 
## 2.295902e-05 9.194436e-04 3.699959e-07 3.996290e-04 4.798148e-05 
##         8142         4484         3860         8510         7818 
## 4.344617e-05 3.370470e-05 8.890265e-05 6.400535e-04 2.773410e-06 
##         4519         7033         1734         2225         6379 
## 4.990153e-06 1.362669e-04 3.883268e-04 1.655320e-06 4.099625e-04 
##         7125         6575         1937         9207          103 
## 3.853924e-07 1.151295e-05 3.110524e-04 1.882482e-04 4.583332e-04 
##         2196         7220         4567         2720         4926 
## 1.349046e-05 8.166487e-05 8.283575e-05 3.020674e-07 4.336865e-04 
##          968         7141         2932         1241         2142 
## 5.784956e-07 1.016609e-05 2.209929e-05 2.027509e-04 1.099401e-03 
##         8546         9745         9381         6505         4880 
## 6.342511e-05 1.613519e-05 1.079475e-04 1.030323e-05 9.042720e-05 
##          250         9606          136          402         6726 
## 3.913773e-05 9.107387e-06 1.028157e-04 2.811643e-04 4.853994e-07 
##         7542         2675         3177         1505         5298 
## 2.635343e-04 1.281001e-04 1.000867e-04 1.278264e-04 3.376478e-05 
##         6680         6030         1006         9477         3789 
## 2.012260e-05 1.600521e-05 1.386840e-04 7.128644e-04 3.213602e-05 
##         9356         1442         6704         6532         1286 
## 2.775856e-07 5.039690e-05 4.868428e-04 2.295048e-05 6.667160e-05 
##         1710         7452         5395         1424         4195 
## 2.757998e-04 6.614189e-04 5.815196e-04 1.367939e-04 2.823920e-05 
##         6807         4698         2436         1627         5299 
## 2.251157e-04 1.041799e-04 3.658569e-07 2.428350e-06 7.457037e-08 
##         9504         2545         8593         1049         4264 
## 1.502751e-07 6.653249e-06 2.988961e-05 2.035285e-04 8.746684e-04 
##         2758         8561         9316         1474         6750 
## 4.155648e-06 8.755625e-05 7.305156e-04 1.713201e-04 1.547500e-04 
##         2304         5832         3534         5813          270 
## 2.922183e-06 3.068946e-06 2.821390e-04 4.916298e-04 4.484611e-05 
##         9891         8569         2325         3427         2429 
## 7.626429e-05 9.680720e-06 1.686004e-04 3.515175e-04 2.996821e-04 
##         8073         1969          199         3803         3341 
## 3.499388e-05 8.581016e-07 1.043414e-03 5.607754e-05 3.513294e-06 
##         7346          864         9509         6955         3321 
## 3.054286e-04 1.821251e-06 8.497785e-05 2.221908e-04 9.224486e-05 
##         2677         3799         9838         8942          620 
## 1.467600e-04 6.790590e-05 2.540342e-04 5.768447e-04 9.472862e-05 
##         6800         9861         5112         5157         2469 
## 2.930176e-04 1.121297e-05 2.481990e-05 1.290467e-06 8.314739e-06 
##          933         5595         5248         9072         2712 
## 4.105957e-05 1.952201e-05 2.297197e-05 2.383536e-04 5.566209e-05 
##         7697         5628         5150         9513         7887 
## 6.290206e-06 1.064205e-04 1.916244e-04 1.289217e-04 8.025193e-04 
##         9399         8834         4587         7325         9195 
## 8.959928e-05 1.839198e-04 5.908813e-05 1.798883e-04 7.559144e-05 
##         6668         2623         3006          948         8233 
## 1.249883e-04 6.864956e-05 9.837719e-06 1.354131e-04 1.867710e-06 
##         6840         5156         9807          340          828 
## 2.726842e-05 4.347475e-07 4.031401e-04 1.875980e-05 5.808293e-05 
##         1184         2055         2386         9661         1039 
## 8.525308e-05 3.545502e-04 3.634758e-07 4.516759e-05 2.737855e-05 
##         2531         2275         5366          568         7717 
## 8.769516e-05 1.449508e-05 2.348826e-04 3.017116e-04 4.599692e-05 
##         4752         6814         6720          810         6866 
## 2.276423e-06 4.744561e-05 1.338057e-04 5.667233e-06 5.249958e-05 
##          227           59         3768         9976         7613 
## 1.946942e-04 1.738944e-05 3.273010e-05 2.818499e-04 4.182430e-06 
##         6419         7902         3849         8358         5414 
## 1.326240e-07 1.244540e-04 5.129476e-05 5.132778e-05 1.040541e-04 
##         4650         6790         3762         4839          304 
## 8.717787e-07 6.055150e-07 7.456745e-05 7.112788e-05 1.150081e-04 
##         5373         1122         8742         9638         7509 
## 1.298186e-04 7.053679e-05 2.702834e-05 8.440019e-04 5.919875e-05 
##         4706         1489         5229         7115         5390 
## 5.046782e-05 5.309868e-04 2.339337e-06 6.052696e-06 5.491629e-06 
##         1450         5335         6877         5163         3822 
## 5.932927e-04 2.925645e-05 7.811545e-04 6.361473e-06 1.365446e-05 
##         9668          417         1667          316         4550 
## 8.182301e-05 2.422347e-04 2.590315e-04 2.605298e-06 3.089382e-07 
##         8724         2626         1935         2272         5088 
## 5.165360e-05 3.528390e-05 2.507547e-05 7.064017e-04 5.051858e-04 
##         7411         5986          312         9759         2353 
## 1.369670e-06 4.625536e-05 4.447212e-04 3.037438e-04 1.530207e-04 
##         3932         2696         2742         8933          921 
## 6.520973e-05 1.459122e-07 1.522293e-04 5.787752e-04 1.631280e-04 
##         5686         2754         8195         1323         6637 
## 5.230441e-04 2.721847e-04 1.052930e-04 6.538132e-04 6.013334e-04 
##         9292         9725           51         6976         9518 
## 3.842422e-04 1.229877e-04 5.797908e-06 1.173480e-05 3.436471e-05 
##          992          964         3192         5631         4964 
## 4.324114e-07 2.551765e-04 2.278285e-04 1.458672e-04 1.961020e-04 
##         8365         6936         6992         1298         4067 
## 4.555505e-05 2.286723e-05 4.375145e-05 3.860653e-05 9.400456e-05 
##         5538         1127         7670         2184         2989 
## 1.665951e-05 7.347023e-05 4.151372e-04 3.007641e-05 1.066446e-04 
##         6290         6374         2197         3067         2411 
## 3.372294e-04 1.504934e-04 5.518413e-05 8.905242e-06 2.886450e-05 
##         2032         3405         7807         2895         5378 
## 4.376597e-05 6.546291e-07 3.317652e-04 1.812023e-07 3.573643e-05 
##         7035          832         2905         4352           42 
## 2.316694e-04 7.108709e-05 1.384530e-04 3.503416e-04 1.523054e-04 
##         3194         5722         8291         2697         2614 
## 1.304497e-03 5.266320e-04 5.654563e-05 5.761074e-05 9.024405e-05 
##          356         5204         9225         2869         1673 
## 5.433350e-06 1.360983e-05 6.631451e-05 6.747888e-04 9.708911e-04 
##         1062         5895         7979         2694         8513 
## 7.824671e-06 5.947116e-04 4.385995e-04 1.540435e-04 1.090926e-04 
##         5767         2819         5227         4359         7529 
## 1.009002e-05 1.498781e-04 5.859790e-05 2.846664e-04 1.608018e-04 
##         5990         6207         5529         4641         7560 
## 1.234022e-05 6.114295e-06 1.375139e-04 3.094322e-05 1.428606e-04 
##         8177         6162         4035         8734         4469 
## 4.848618e-04 1.694925e-04 1.204815e-04 1.592430e-04 1.049010e-03 
##         7947         7433         3816         1819         6194 
## 5.729409e-06 3.637703e-04 1.392857e-04 5.604172e-07 4.237866e-04 
##         1542         3050         9882         6145         7428 
## 3.488883e-05 4.860805e-07 1.864899e-04 2.660858e-04 1.151711e-04 
##          459         7922         1292         1404         8175 
## 9.017178e-05 5.751136e-04 1.066454e-04 1.132393e-06 1.887137e-05 
##         8193         8058         6481         1317         3467 
## 4.266605e-05 4.975835e-05 2.879357e-04 1.554289e-04 1.256491e-04 
##          149         6391         7742         8996         7117 
## 4.884603e-05 3.417040e-05 8.949056e-04 1.896260e-05 4.778305e-04 
##         3809         3893         1949         4767         6664 
## 4.062307e-05 1.253142e-04 5.237872e-06 3.093217e-04 1.552340e-04 
##         6970         5318         7658         6803         4339 
## 7.068809e-04 3.809934e-05 1.642211e-05 5.618895e-05 7.253709e-05 
##         6619         9098         9748         4302         1222 
## 5.870879e-05 1.164208e-05 3.686543e-06 1.234841e-06 3.128078e-04 
##         6773         4776         8034         2427         4827 
## 7.866717e-05 2.977736e-06 2.811288e-04 2.091107e-04 9.589225e-05 
##         3813         6826         8047         4552         8140 
## 5.714246e-07 9.433682e-05 1.182947e-04 4.350458e-05 7.741863e-05 
##         3950         8979         5493         2029         3627 
## 9.787536e-05 3.620639e-06 5.445692e-04 4.441416e-04 4.865927e-05 
##         1295         9871         8753         3947         2273 
## 4.070507e-05 1.302181e-05 2.693386e-07 3.242719e-04 1.272875e-04 
##         6597         1816         7451         3727         2966 
## 9.428888e-05 2.916711e-04 1.944994e-04 2.233525e-05 2.042920e-04 
##         5640         7238         2732         4446         8857 
## 5.938724e-05 1.799269e-05 5.940775e-05 1.987692e-04 1.235190e-07 
##         8806         2159          256         3238         3092 
## 1.614861e-04 5.446083e-04 2.794330e-05 7.781012e-04 9.393768e-06 
##         3595         6276         6134         5448         7946 
## 4.249497e-04 5.133203e-04 2.946856e-04 8.049501e-05 2.810663e-06 
##         5764         9248         4154         4431         7279 
## 1.505977e-05 7.166921e-09 6.544258e-04 8.402780e-05 4.266304e-06 
##         9230          349         7860         4468         6460 
## 4.799841e-05 3.376296e-04 2.181778e-04 5.074144e-05 9.073999e-05 
##         3954         7703         4691         4371         8592 
## 7.639564e-04 2.162179e-04 2.555589e-09 6.618144e-06 4.285486e-05 
##         5357         5805         8787         1599         7240 
## 5.256044e-04 9.707619e-05 3.381786e-05 2.585540e-05 5.248943e-07 
##          175         2174         9318         6308         7834 
## 5.360599e-05 1.154902e-03 3.384219e-05 6.098195e-05 6.468919e-06 
##          664         3472         4267         6539         2844 
## 7.804848e-05 3.850411e-04 9.176210e-06 4.522230e-04 8.601473e-06 
##          378         6446         2355         5440         1533 
## 1.308350e-04 7.644494e-07 2.613619e-04 2.155692e-04 2.776364e-05 
##         4517         8798         5532         4647         2760 
## 6.811498e-06 6.594613e-05 4.130312e-05 4.612786e-04 1.488831e-06 
##         9714         5554         5930         1792         2977 
## 5.989598e-05 4.413410e-04 9.678975e-05 1.542065e-05 1.186268e-05 
##         2332         7196         6696         8813          513 
## 2.842566e-08 3.507011e-05 3.034964e-05 3.204216e-07 2.726806e-05 
##         5102         7157         3354         7545         8631 
## 1.129665e-04 4.592728e-06 1.896814e-04 2.980723e-05 1.283103e-03 
##         7913         2724         2729         7895         4744 
## 1.031974e-05 2.148956e-05 9.071364e-05 6.044770e-04 2.425006e-04 
##         9909         5548         3276          322         1218 
## 3.791258e-05 4.085444e-04 1.345603e-07 1.316339e-09 1.001652e-04 
##         1509          673         3216         9680         6453 
## 2.233290e-04 3.637095e-05 1.638262e-04 1.132008e-04 8.798728e-06 
##         7998         1735         5003         6257         2360 
## 1.007341e-05 7.238110e-05 9.271576e-06 2.432237e-05 1.888193e-05 
##         9888         2424         3865         4497         2003 
## 1.395470e-05 1.455920e-04 1.461364e-04 2.062928e-04 6.683133e-05 
##         4970         8280         6693         3114         8727 
## 8.872942e-05 4.217007e-05 3.359251e-04 6.710956e-04 1.590174e-04 
##         4848         4284         5276            4         8084 
## 3.033362e-04 3.551211e-06 6.583227e-05 1.899423e-04 1.019537e-04 
##         2009         2172         3107         9235         6041 
## 1.047207e-03 3.836238e-05 4.651622e-06 8.778247e-05 1.601877e-05 
##         3189         1881          854         4745         9557 
## 7.209718e-04 8.937217e-05 1.319475e-05 2.613616e-05 6.219633e-07 
##         4306         7775         3367         1733         8122 
## 1.792977e-04 4.246858e-08 7.795946e-06 6.676513e-05 6.983982e-05 
##         6792         7732         4890          228         9647 
## 5.039601e-04 1.406906e-04 1.486156e-04 1.538004e-04 8.412331e-05 
##         9881         1584          742         1266         2512 
## 2.569137e-04 6.063960e-06 4.543474e-05 3.777467e-04 4.022086e-04 
##         4844         5066         6501         9844          885 
## 5.648993e-05 1.379746e-04 1.350400e-04 1.434203e-05 1.055453e-04 
##         9523         9387         6758         5307          716 
## 2.619903e-04 3.577790e-04 2.503222e-04 1.012708e-04 1.257797e-05 
##         5467         9323         9428         5712          658 
## 7.924872e-05 6.851337e-05 5.970938e-05 1.856358e-05 1.940804e-04 
##         2639         3209         7665         1754         5070 
## 1.523510e-04 7.198006e-04 2.351786e-04 2.674291e-06 5.222728e-05 
##         6496         8525          151         5792         9125 
## 1.178909e-05 6.311336e-06 1.617812e-05 5.798008e-06 1.402545e-04 
##         8311          355         6351         6200         9749 
## 1.273118e-04 2.225183e-04 1.358208e-05 1.932675e-04 1.811703e-04 
##         7924         7830          993         9869         8863 
## 6.514422e-07 1.894473e-04 3.369201e-05 5.776940e-05 2.631538e-05 
##         7616         4323           20         1587         2533 
## 2.384280e-04 1.010501e-04 2.555386e-04 2.566143e-05 7.001002e-05 
##         6629         4084         6582         1880         9770 
## 5.051109e-04 2.388187e-04 2.262491e-05 1.788976e-04 4.680347e-05 
##         8519         6429         7268         4654         2114 
## 1.725328e-05 4.560629e-06 1.624802e-04 1.669120e-05 1.994697e-05 
##         4010         6016         5057         7728         1495 
## 8.034603e-05 2.374189e-04 1.767514e-04 2.334886e-06 8.306798e-06 
##         1441         4209         7995         2725         6666 
## 3.202915e-07 2.407317e-05 1.999015e-04 2.116000e-04 7.171933e-07 
##         6342         8839          830          494         1634 
## 4.522651e-05 4.007097e-05 1.451003e-04 8.678852e-04 1.963749e-04 
##         9139         1185         7987         7640         4142 
## 1.798179e-04 1.166665e-04 3.927176e-05 4.586727e-05 3.509290e-05 
##         3075         5404         8019         3024         1425 
## 7.002587e-04 7.422056e-05 7.580206e-05 6.196304e-04 3.092619e-04 
##          723         2131         8706         3447         8086 
## 1.094462e-04 1.039584e-03 1.049601e-04 5.116383e-05 4.400416e-06 
##         6156         8391         7831         6868         9700 
## 5.499366e-04 6.571952e-05 3.998515e-05 3.103079e-05 3.175711e-05 
##         8651         8823         2770         2684         4904 
## 9.617875e-05 6.018672e-05 9.839422e-05 1.135314e-04 1.050551e-04 
##         4012         5837         7530          941         5418 
## 1.716606e-05 2.723180e-05 2.524754e-04 7.506248e-06 1.433698e-04 
##         7396         1650         3245         2806         1274 
## 2.948707e-05 1.067382e-04 1.594491e-04 1.977881e-04 1.475001e-04 
##         9855         5064         1968         7791         6915 
## 6.830751e-05 2.068836e-04 1.622569e-04 1.173441e-04 1.856553e-05 
##         7600          196         4375         3308         7124 
## 1.107288e-04 7.322509e-04 3.713748e-05 4.399112e-05 5.907625e-06 
##         4528         2455         5319         3582         1912 
## 1.639923e-05 1.853411e-04 4.677369e-05 3.641943e-06 1.584305e-05 
##         8412         7094         7910         6058         9202 
## 1.021486e-05 8.763830e-05 1.531061e-08 4.628400e-04 9.055617e-05 
##         5653         8527         3395         1371         1136 
## 5.391454e-05 4.463859e-05 5.377035e-05 6.404965e-04 1.856510e-04 
##          903         5175          146         9898         4418 
## 9.132170e-07 3.194238e-05 1.282991e-04 2.258714e-04 7.990250e-05 
##         3088         9900         5754         9703         2838 
## 1.580301e-04 5.932012e-05 6.953002e-05 8.395875e-05 1.541049e-05 
##         8749         2813         1633         1513         1479 
## 1.561724e-04 3.231629e-05 8.495664e-06 5.211296e-05 4.891688e-04 
##         6799         2605         5753         7715         6879 
## 2.665506e-04 6.630788e-06 5.062105e-06 8.478407e-06 1.287012e-04 
##         3514         7906         7146         4338         7981 
## 3.036029e-08 1.953119e-05 2.459780e-04 6.600054e-05 4.195252e-05 
##         4310         2363         6709         5164         2201 
## 1.954812e-05 3.815851e-06 2.114249e-04 2.538166e-05 2.900616e-05 
##         7676         4778         8940         6448         4989 
## 5.899286e-06 1.438467e-05 1.548341e-07 6.863592e-04 7.042238e-05 
##         9699         4566         6519         8245         1672 
## 1.257129e-04 8.002935e-06 2.313555e-05 6.759910e-07 2.053802e-04 
##         3171         5044          150         5097          848 
## 1.948596e-04 4.155026e-05 1.154406e-06 7.756617e-05 9.395275e-05 
##         4721         7042         4534         1245          286 
## 4.443597e-05 4.295817e-04 1.651436e-05 8.822157e-05 5.838452e-04 
##         9651         7517          660          514         7636 
## 1.372924e-04 2.901911e-05 3.241809e-04 4.769335e-04 8.672624e-05 
##         9250          326         2148         9654         2970 
## 6.557633e-04 1.362393e-04 4.155639e-04 9.388943e-05 6.940928e-04 
##         2358         7243         8246         4069         9301 
## 1.466763e-03 2.927264e-04 7.896174e-05 2.725093e-04 6.484152e-04 
##         6777         5641         2366         4185         2834 
## 3.011040e-04 1.031181e-08 1.595791e-09 4.285830e-04 2.291184e-05 
##         6685         4266         8756         7590         1025 
## 1.665829e-04 2.228146e-05 1.615817e-06 2.690076e-04 1.777662e-04 
##         1261          966         3049         5609         9450 
## 2.147124e-06 9.959360e-05 7.589852e-05 3.631254e-04 3.281513e-05 
##         7048         3562         4860         7650         1377 
## 7.779747e-04 1.907713e-06 2.535377e-04 2.514305e-06 2.393806e-06 
##         6998         4465         6476         4391         1085 
## 2.039790e-06 2.376323e-05 1.026162e-09 1.648425e-04 3.904430e-04 
##         2858         3668         4017          274         5279 
## 1.074618e-03 2.554245e-04 2.147886e-04 7.803642e-04 5.762290e-06 
##         7390         1591         5379         6228         1183 
## 2.441534e-05 7.804154e-04 6.589414e-06 4.864750e-05 4.466131e-05 
##         2145         1537         1791         7332         1326 
## 7.807040e-05 3.923287e-04 1.143701e-04 6.424682e-05 1.423811e-05 
##         5158         8406         7531         1676         4571 
## 1.648038e-04 4.424505e-04 3.566139e-04 1.115181e-04 5.000714e-04 
##         8786         7986         5665         7407         1656 
## 3.703760e-09 3.586121e-04 4.560387e-04 1.043909e-03 1.579791e-05 
##         9978         8641         2679         8659         9339 
## 1.663128e-06 7.075150e-06 1.868290e-04 1.230387e-07 6.618726e-04 
##         3874         4171         1154          912         9622 
## 3.333499e-05 7.974802e-05 4.360172e-06 8.062349e-06 6.509647e-04 
##         4334         1363         8530         8980            3 
## 5.360692e-05 3.064359e-04 9.175054e-05 8.436812e-06 3.006444e-04 
##         1220         4111         2543         2192         8332 
## 2.892697e-06 2.205519e-06 6.113200e-05 4.439941e-05 4.730642e-05 
##          412          506         5432          408         6811 
## 8.075392e-05 1.036899e-04 2.449783e-05 1.989911e-04 2.752921e-04 
##         6652         9578          880         5633         1531 
## 3.220880e-05 5.344110e-05 6.287386e-05 4.016148e-05 1.554158e-04 
##         3776         4934         4275         5302         5914 
## 3.750499e-05 1.278605e-04 6.126718e-05 1.139650e-04 8.882123e-05 
##         4809         8778         5018         3146         8578 
## 2.576058e-05 1.156170e-03 3.747186e-06 2.485157e-04 5.233437e-04 
##         6816         9005         6114         6399         8488 
## 3.216243e-04 5.042054e-04 4.402066e-05 1.230956e-03 7.352170e-05 
##          808         1835         5280         3540         9314 
## 1.262260e-05 1.519172e-07 1.866140e-04 8.260880e-05 2.974842e-04 
##         8829         2018         4463         9311         6904 
## 2.225596e-04 8.083485e-05 1.137304e-04 6.618548e-05 1.503472e-05 
##         7436         2771         2257         6208         8421 
## 9.466430e-06 2.527876e-04 3.350144e-04 8.409714e-05 1.348765e-04 
##         6109           25         5354         4487          959 
## 1.961199e-06 3.228891e-05 4.628551e-04 1.040789e-04 9.767994e-07 
##         4900         4869         6858         6782         5075 
## 9.162349e-04 4.055408e-05 4.403423e-04 7.460155e-04 1.870224e-04 
##         3736         7191         1098         2912         3295 
## 2.233907e-04 4.689564e-04 4.731158e-07 1.093770e-04 1.051584e-06 
##         6167         2826         3474         6119         5230 
## 4.618533e-05 3.023280e-04 1.467001e-04 2.503358e-04 2.498629e-04 
##         2274         8345         2117         6095         2498 
## 1.438779e-04 1.347635e-04 2.783030e-04 1.112370e-05 2.271026e-08 
##         5908         3675         1727         5940         4401 
## 6.140822e-05 7.373443e-05 2.977747e-06 4.733742e-05 5.762616e-05 
##         5982         9586         4946         7077          135 
## 2.383501e-06 1.316843e-04 4.112051e-04 6.167100e-05 7.056273e-04 
##         3392         8401         6336         5854         6540 
## 1.402886e-05 2.209941e-04 1.152746e-05 3.422366e-05 3.857294e-05 
##         4340         9743          533          123         1866 
## 1.679387e-04 7.280936e-06 2.281205e-04 1.550065e-04 6.629651e-05 
##         2714         7209         3272         5491         3958 
## 4.679170e-05 9.180234e-06 1.797848e-05 2.274373e-05 1.155657e-03 
##         2472         6381         1204         2812         7849 
## 6.425904e-05 1.058926e-04 1.029608e-05 8.246170e-07 3.151366e-04 
##         8416          720         4304         1845         2589 
## 3.863158e-05 3.000514e-04 5.145343e-07 1.893240e-04 4.394865e-05 
##         2223         9894         2026         1514         4281 
## 1.760076e-06 1.156625e-04 1.407882e-04 3.845124e-04 4.559625e-04 
##         3053         9057         4088         5717          616 
## 7.342104e-05 3.312924e-04 1.395211e-04 2.051588e-05 1.477714e-05 
##         7912         8713         4076         1643         9833 
## 2.713000e-04 2.374670e-05 6.314814e-05 1.130280e-03 2.088561e-05 
##         2263         2484         2350         6392         4294 
## 5.646004e-05 8.151385e-05 1.109253e-05 3.494754e-04 1.847022e-04 
##         9779         7932         1341         8960         1840 
## 1.715853e-04 1.974481e-04 8.109383e-04 3.516985e-04 1.167051e-04 
##         9635         7615         3701         8898         4159 
## 4.259615e-04 1.431662e-04 6.210841e-05 8.110577e-07 4.562633e-05 
##         4120         3741         7897         8589         3294 
## 6.653774e-04 5.271514e-04 1.508661e-04 8.407957e-04 3.766004e-05 
##         8939         4687         7765         5348         9927 
## 4.520027e-05 1.781224e-04 4.823439e-04 1.233376e-05 4.768057e-05 
##         8285         8346         7403         6034         9885 
## 5.063297e-05 4.986087e-04 3.176727e-04 3.854847e-04 9.387504e-05 
##         3642         8440          767         9569         3376 
## 1.481069e-04 2.323420e-04 6.831851e-07 3.249179e-06 5.988989e-06 
##         4627         5672         5707         3868         3647 
## 4.958627e-06 1.454465e-04 4.858675e-05 2.101810e-05 3.229670e-06 
##         3452         2306         7630         3504         8977 
## 1.355774e-05 4.123977e-07 2.223476e-04 2.953064e-04 7.281030e-05 
##         1593         5945         6454         9974         5332 
## 5.038925e-04 7.764571e-05 2.424641e-04 1.105489e-04 1.397263e-04 
##         5962         3528         4732         3793          574 
## 1.728732e-05 5.861765e-06 7.074661e-05 3.360003e-04 1.368937e-04 
##         3166         2083         8752         3923         2716 
## 4.710414e-05 2.297310e-04 3.162633e-05 1.898554e-04 1.615775e-04 
##          649         9603         7370         4704         5570 
## 6.780650e-05 2.535306e-04 2.732504e-05 2.366309e-05 3.209639e-04 
##          851         1770         2113         8504         6008 
## 5.780577e-04 2.791206e-05 1.204613e-03 3.665481e-04 5.289150e-04 
##         5646         5330          877         5225         5365 
## 2.857317e-04 4.351230e-04 1.190700e-04 5.207211e-04 2.681392e-05 
##         8588           43         6769         9568         6736 
## 6.820681e-05 3.331182e-06 4.965798e-04 4.613807e-06 7.953781e-05 
##         7565         7263         1529         2307         6459 
## 3.001035e-05 3.263243e-04 5.347764e-05 4.258883e-05 6.923871e-05 
##         7289         3902         5466         3058         7168 
## 1.428585e-04 4.337788e-06 6.951863e-05 1.399863e-04 9.265006e-05 
##         8383         9943         8472         4711         6922 
## 4.819961e-07 6.606118e-04 8.090597e-04 1.174717e-04 5.995627e-05 
##         7783         7994         6918          263         7858 
## 2.859932e-06 1.841959e-05 6.912398e-05 2.816153e-04 1.583547e-04 
##         8219         4020         7241         7410         3885 
## 1.951363e-05 2.572468e-05 9.404345e-06 2.672586e-05 4.693004e-06 
##          379         3484         2690         1889         6766 
## 4.225825e-04 4.526406e-05 3.623426e-04 3.991680e-04 7.996060e-04 
##         8321         6681         1714         7526         4940 
## 1.316769e-04 6.400771e-05 2.178506e-06 1.737303e-04 3.829138e-04 
##         1075         2904         9180         2971         6715 
## 3.666622e-05 2.584589e-04 1.949593e-04 8.062240e-06 5.737418e-05 
##         7793          824         1036         7547          821 
## 4.569478e-04 2.189372e-04 2.422085e-05 1.902941e-04 8.428949e-06 
##         9184         1089         8392         7438         3781 
## 5.547214e-05 1.524136e-03 3.326811e-05 2.288303e-04 5.478283e-04 
##         2397         2448         2828         9966         7882 
## 2.408313e-05 2.680339e-04 1.380868e-06 2.731542e-07 7.441822e-06 
##         8772         8850         1824         1692          650 
## 5.724246e-04 9.311804e-07 1.342201e-05 1.549836e-05 1.556488e-04 
##         6617         1884          475         5927         1709 
## 3.680262e-04 4.361307e-06 4.109398e-06 1.144267e-03 3.329371e-04 
##         1029         2961         8702         1074         2476 
## 2.209107e-04 8.566859e-05 4.467853e-04 1.436313e-04 4.556535e-04 
##         8117         9331         6173         8134         8297 
## 1.275217e-04 1.727119e-04 5.223844e-08 7.793173e-05 9.642194e-07 
##         5177         3794         3641         7620         6746 
## 1.399074e-05 4.954655e-04 2.548221e-06 4.101117e-05 2.278303e-04 
##         4443         5424         7358         1037         5760 
## 2.205206e-04 4.583986e-04 1.352669e-05 3.906889e-05 9.233717e-05 
##          958         8474         9438         1641         5193 
## 3.519067e-05 2.094216e-04 1.840418e-05 1.679998e-04 3.719886e-04 
##         7099         1061         6372         3871         4648 
## 1.135927e-04 2.653612e-06 3.671389e-05 8.222242e-06 1.083801e-04 
##         9324         3160          682         7563         5806 
## 9.340713e-06 2.690630e-04 4.453522e-08 6.489720e-05 7.090816e-04 
##         3003         5613         8664         2530         2286 
## 1.300772e-04 3.656721e-04 1.732291e-04 4.895462e-04 7.571778e-04 
##         8661         5881         5073         6265         5126 
## 8.940440e-05 7.988321e-05 1.641479e-05 1.603678e-04 6.788516e-04 
##         6535         4722         1256         6001         1749 
## 2.334944e-04 1.619438e-05 9.149882e-06 2.564653e-04 4.934258e-04 
##         5629         2021         7323         2064          302 
## 2.287747e-06 2.573627e-04 5.632620e-05 2.639167e-04 5.526585e-04 
##         1793         5526         8601         2016         4256 
## 6.587045e-04 9.960051e-07 1.054972e-03 5.877316e-04 9.683688e-05 
##         4761         8952         9710         3012         6702 
## 6.748247e-05 8.919401e-05 1.876191e-04 6.001743e-05 4.571214e-06 
##         4379         9879         6996         3807         4793 
## 6.996403e-04 2.180704e-04 2.363018e-05 8.645882e-07 1.899800e-05 
##         1939         9349         7318         9465         9037 
## 3.929116e-04 5.541162e-06 1.237971e-05 2.248541e-07 1.714480e-04 
##         7880            8         9071         7689         1103 
## 1.811296e-05 1.882529e-05 2.063366e-04 4.041381e-04 2.913036e-05 
##          956         3824          735         6907          273 
## 3.150990e-04 5.544482e-04 2.681151e-06 7.663349e-05 1.675848e-04 
##         8966         5275          632         1660          846 
## 1.128877e-04 1.654853e-06 2.618332e-06 8.055227e-05 1.129018e-05 
##         2629         3389         2764          159         2259 
## 7.967209e-04 6.102253e-04 3.331419e-04 3.551172e-05 5.382903e-05 
##         6465         5176         3758         5105         6339 
## 3.332323e-05 2.581185e-04 3.564605e-05 9.218960e-04 8.917417e-04 
##         1964         2139         1313         7457         9439 
## 7.455635e-05 7.597218e-05 8.116077e-05 1.184629e-04 6.311027e-07 
##         5174         2495         8276         6283          483 
## 4.207407e-05 3.311211e-05 2.183002e-05 1.901310e-08 4.115265e-04 
##         1931         5642         6294         4318         9698 
## 1.233546e-05 1.142821e-06 1.897641e-04 2.220533e-06 2.852321e-04 
##         6348         3500         1955         9163         6779 
## 4.591959e-04 1.562955e-05 2.214471e-05 3.186695e-07 2.563422e-04 
##         8022         2166         3011         7140         3640 
## 6.793945e-05 6.215517e-04 5.700153e-04 1.352493e-04 8.083551e-06 
##         1197         2515         4094          427         7227 
## 6.685828e-07 1.072022e-04 7.590769e-04 1.802596e-05 1.520282e-04 
##         2817         5799         2336         9988         2931 
## 1.114218e-04 6.629788e-06 2.775124e-04 7.746314e-05 6.444260e-05 
##         3081         4542         1941          636         4916 
## 1.542127e-05 1.244378e-07 1.223546e-04 2.886106e-05 1.665327e-04 
##         1027         8833         6657         6120         8203 
## 6.111464e-05 3.293435e-04 2.835189e-05 3.092003e-04 1.257942e-06 
##         8113         5762          868          457         9141 
## 6.597436e-04 3.215935e-04 1.521979e-06 4.126915e-07 1.008380e-04 
##         4725         9679         4851         2513         5026 
## 3.730643e-04 1.965080e-04 2.771381e-05 1.270879e-04 3.198586e-05 
##         4054         1003         1210         5790         9874 
## 2.073736e-04 9.051111e-06 1.507378e-04 1.618110e-04 2.227022e-04 
##         3135         6383         6776         9519         9118 
## 1.344669e-04 1.358077e-05 2.464751e-04 1.629865e-04 3.229663e-05 
##         1915          449         8692         4498         2249 
## 1.401796e-05 4.255812e-04 4.875605e-04 2.630958e-04 4.033324e-04 
##         3329          578         7982         5266         9415 
## 4.617674e-05 1.043161e-05 7.947782e-04 6.134241e-06 9.615441e-06 
##         9101         3724         7539         7503          714 
## 6.388880e-05 5.789516e-07 1.460526e-04 2.500265e-04 8.014544e-07 
##         9030         8531          488         8108          890 
## 1.109597e-04 1.536619e-07 9.071247e-04 2.509339e-04 3.985196e-04 
##         7917         3142         9923         6015         3307 
## 1.016206e-04 9.874929e-05 4.075894e-04 2.729965e-04 6.925484e-04 
##         9822         3161         1958         9527           39 
## 4.212354e-04 3.063837e-04 2.091884e-05 4.286443e-05 3.390958e-06 
##         9908         4071         8007         1290         5134 
## 6.225213e-04 1.987319e-06 1.499417e-05 3.191884e-04 2.130514e-04 
##         6536         3176          928         4253         8202 
## 1.057027e-04 4.371902e-04 3.790043e-04 7.169423e-04 6.664051e-04 
##         1596         1839         5602         4425         8564 
## 8.852010e-04 1.220892e-04 4.544567e-05 5.862463e-04 1.344886e-03 
##         3417         1231         7673         9135          871 
## 6.597511e-05 2.043748e-04 1.215879e-06 1.905082e-04 3.204389e-05 
##         8498         1276         3369         7785         7302 
## 1.030210e-04 9.626284e-05 4.319522e-04 1.517618e-04 3.230876e-04 
##         3901         3478         2048         2713         2253 
## 3.364955e-05 2.371261e-07 1.169575e-04 1.929137e-05 2.104059e-05 
##         6640         6255          752         4661         9228 
## 1.900248e-06 1.818565e-04 3.576286e-05 1.426426e-03 2.837042e-04 
##         4863          863         4433         1386         7701 
## 1.065051e-04 2.421028e-04 8.584404e-05 3.683051e-06 9.691274e-05 
##         2703         5288         4797         3026         2258 
## 1.555654e-04 7.019560e-05 1.606005e-04 8.230459e-04 2.967154e-04 
##         6703         2368         1861         7558         6824 
## 1.213430e-04 7.372363e-04 2.858481e-05 8.793429e-05 7.234966e-06 
##         1666         4273         9608         2728         6426 
## 8.002387e-05 1.635939e-04 1.172198e-04 1.003755e-05 7.880389e-04 
##         2100         5822          177         8853         8071 
## 4.186902e-04 1.017608e-04 1.126617e-04 1.797437e-05 2.636164e-04 
##         8790         6212         4597         1544         1380 
## 1.081945e-04 8.197150e-05 1.889389e-05 5.551630e-05 9.803528e-06 
##         8596         9186         5555         1706         2887 
## 4.311663e-05 1.285071e-04 3.151354e-04 1.602880e-05 3.287301e-04 
##         2991          597         1046         5306         5182 
## 1.120694e-05 8.543932e-05 2.225198e-04 1.351445e-04 3.534327e-05 
##          208         4978         7128         5281         6452 
## 1.783971e-05 1.221975e-04 8.161194e-04 3.176786e-07 3.685592e-07 
##         7867         8906         5870         4908         6886 
## 7.076444e-04 1.554444e-05 2.004566e-04 1.247772e-04 7.149162e-05 
##         2822         2266         7330         2875         3231 
## 4.061269e-04 8.266409e-06 3.241960e-06 6.900243e-05 1.674237e-05 
##         1600          528         9589          988         3513 
## 1.009112e-04 3.593191e-04 7.971367e-05 3.341885e-05 1.842180e-04 
##         7632          670          954         9411         9736 
## 3.475115e-05 2.242687e-05 2.375996e-04 2.410689e-05 5.352296e-06 
##         3619         4199         4479         8526          835 
## 4.888793e-05 4.188138e-06 2.404314e-04 3.620055e-04 4.128082e-08 
##         3637         1670         5906         2651         1967 
## 5.742055e-04 1.561158e-05 7.171186e-07 5.881705e-05 2.903677e-05 
##         5582         4762         8273         5519         5887 
## 3.944703e-05 1.345962e-04 2.370259e-04 8.645725e-05 1.434537e-04 
##         1248         4282         9458         8580         2810 
## 2.134970e-06 3.170811e-04 1.707048e-04 4.882960e-06 3.443504e-05 
##         7967         9327         6821         1459         1023 
## 2.253727e-05 2.388508e-04 4.228674e-06 2.137727e-04 9.980459e-06 
##         7100         3775         7293         5833         7225 
## 3.509672e-04 4.174688e-06 4.568324e-04 4.524329e-06 5.904550e-06 
##          710         6369         7074         5074         3110 
## 9.243652e-04 5.836338e-04 3.601694e-05 3.313963e-04 5.092022e-05 
##         5971         7026         5651         6102         4630 
## 3.546845e-04 3.212577e-04 3.580004e-04 4.524882e-04 1.662225e-04 
##         8063         3998         7075         3001         7272 
## 5.706181e-04 1.687597e-04 1.766503e-05 1.624806e-05 5.369825e-04 
##         5535         7144         8884         9296         3020 
## 2.987270e-04 1.759741e-06 1.107216e-05 6.951510e-05 4.186903e-04 
##         5142         4913         5618         2059         7046 
## 1.029466e-04 1.378928e-04 1.461935e-05 3.023528e-05 2.820926e-04 
##         2390         1971         4872         3899         1269 
## 8.183526e-05 8.363799e-05 1.551922e-04 2.838227e-05 1.178460e-04 
##         6953          934          261         7185         7826 
## 8.209699e-04 2.062055e-04 2.782925e-04 4.983576e-06 4.399493e-06 
##         9993         5588         9040         1777         7806 
## 1.832664e-04 3.703486e-05 9.864456e-04 2.321974e-05 1.245052e-05 
##         2974         6673         8419         5388         4760 
## 3.663163e-05 5.957242e-04 1.317874e-04 3.724361e-04 3.530299e-04 
##         4710         7976          253         6284         7119 
## 2.230178e-05 7.450221e-06 7.194355e-05 2.198551e-04 8.671887e-04 
##         1475         9388          973         5698         8024 
## 2.071804e-04 1.849899e-06 5.260834e-05 3.912873e-06 7.060213e-05 
##         4585         7993         3657         8289         7770 
## 6.384319e-05 4.588909e-06 2.202592e-04 2.465433e-04 9.057436e-05 
##         4791         3456         8686          535         4255 
## 5.693678e-05 3.220085e-04 6.240339e-12 6.340695e-07 4.235719e-04 
##          460         7001         9595         2165         4866 
## 1.769326e-05 1.479583e-04 7.949922e-05 3.156766e-05 1.777135e-04 
##         3439         3485          155         2401         6636 
## 1.525267e-04 5.417484e-05 2.685851e-04 8.422613e-04 4.388131e-04 
##         4096         7611         3060         7889         4461 
## 3.141139e-06 6.948971e-05 6.336478e-05 2.675663e-04 2.847027e-05 
##         3832         9039         9127         7426         3712 
## 1.766751e-04 9.750580e-05 4.527035e-07 3.755030e-05 1.840584e-04 
##         4361         6428         8600         1991         1278 
## 3.545700e-05 2.340957e-04 9.677197e-04 3.431710e-06 8.186014e-07 
##          118         2129         1986         5662         4351 
## 1.293346e-04 1.978445e-04 2.108197e-04 7.269857e-06 1.044711e-04 
##         5409         8848         9385         9227         2528 
## 2.211492e-04 1.133566e-03 4.244389e-05 3.774171e-04 2.286147e-06 
##         5137         5041         7418         7067         2457 
## 2.002018e-05 4.504260e-05 3.171003e-06 3.246023e-05 8.237399e-08 
##         8570         9691         2406          798         7821 
## 2.239216e-06 1.276799e-05 4.552937e-04 1.948336e-06 2.261197e-07 
##         2918         7170         7773         2391          110 
## 5.401082e-05 1.387534e-05 4.363874e-04 3.401005e-05 8.282011e-05 
##         8550         4889         8828         3237         8875 
## 6.420142e-05 4.986792e-12 2.612764e-06 8.824280e-05 3.907880e-05 
##         8541         8946          314          547         8904 
## 4.392533e-04 2.193682e-06 8.616846e-06 1.153555e-04 1.307469e-03 
##         6370         2836         4981         9535         6330 
## 3.451327e-05 1.596003e-04 5.536210e-04 4.609799e-04 1.626036e-05 
##         7491         9655         6221         7642         5741 
## 4.147598e-04 3.833347e-06 7.578706e-05 3.208761e-05 2.287608e-06 
##         3274         6305         9706         4070         2855 
## 2.096988e-04 2.135811e-04 4.333949e-04 2.389753e-05 4.326039e-05 
##         6795          569         5591         2594         3293 
## 1.869384e-07 9.989046e-05 2.128036e-05 8.043713e-05 3.450602e-05 
##          703         4127         8338         7034         8207 
## 6.997899e-05 2.075935e-04 5.863035e-05 3.824833e-05 1.663747e-04 
##         8755         2067         9376          561         3388 
## 4.246486e-04 5.331162e-04 2.457213e-04 7.926863e-06 1.620619e-04 
##          185         6421         7098         7920         1554 
## 1.762772e-04 1.532448e-04 1.348521e-04 2.797188e-05 5.871273e-05 
##         2613         3959         3401          879         4227 
## 4.411301e-04 9.831569e-07 8.316261e-05 7.524901e-06 4.927032e-05 
##         8900         2433         8409         4004         6068 
## 1.119927e-07 1.494380e-04 3.041812e-04 1.352029e-05 6.932484e-04 
##         3431         3725         7609         4118         2537 
## 3.621144e-04 1.827690e-04 2.465041e-04 2.497468e-05 1.481505e-04 
##         1329         3230         3909         1070         6415 
## 6.388906e-05 3.313849e-04 4.335808e-05 1.599921e-04 2.423948e-04 
##         7416         7900         1234         4634         8049 
## 2.419612e-05 1.512825e-08 1.779125e-05 1.537565e-05 2.479144e-04 
##         8450         3096         5257         5399         6244 
## 1.837239e-04 1.927641e-06 6.283110e-05 6.795132e-04 1.065480e-04 
##         6177         8005         9315         2802         3449 
## 1.541474e-04 4.911623e-07 2.208229e-04 5.015037e-05 6.678073e-04 
##         3782         3994         3992         2755          866 
## 1.348105e-04 1.834968e-05 1.655261e-04 5.930367e-05 2.167372e-06 
##         5868         3596         2089         9353         4543 
## 3.064629e-06 2.502737e-06 1.034221e-04 1.812304e-04 4.154148e-05 
##         8119         4607         3402         3009         9342 
## 1.529771e-04 2.728237e-04 7.431971e-07 3.723053e-04 2.806847e-05 
##         3300         1527         7879          781         5361 
## 6.439486e-05 9.021066e-05 1.175504e-04 4.230581e-06 1.819990e-04 
##         2827         1657         8529         9271         5730 
## 5.879771e-04 3.090208e-05 4.329852e-04 5.312628e-06 6.815723e-06 
##          644         8822         2567         4601         1355 
## 2.076987e-04 4.809660e-04 1.692442e-06 1.831143e-05 1.064606e-07 
##         9023         3229         5244         7735         4505 
## 1.703030e-04 2.296820e-04 1.399954e-04 8.573747e-06 1.242528e-04 
##         3199         3842         8964         6946         2994 
## 6.759199e-04 8.080113e-06 8.547898e-05 9.803459e-05 1.189072e-05 
##          984         2470         5189         8496         4905 
## 8.020024e-08 1.842194e-05 5.971175e-05 1.362826e-04 2.298564e-06 
##         6398          936         4107         4220         1000 
## 4.887056e-06 1.273669e-05 1.347387e-04 8.329448e-04 2.217072e-04 
##         4331         8222         6903         7394         3250 
## 3.564314e-04 7.291141e-05 2.111553e-05 3.132340e-04 1.140731e-04 
##         6591         9482         4620         3493         9629 
## 1.419863e-05 2.080595e-06 8.811370e-05 3.387365e-04 1.339070e-08 
##         2705         9916         5644         6830         6562 
## 3.598892e-04 1.777930e-04 3.700419e-04 5.926675e-05 2.100825e-04 
##         1361         5975         1813         2228         4688 
## 5.936214e-05 2.744123e-05 3.438367e-05 7.003616e-05 5.030922e-05 
##         8817         1686         5817         9525         2627 
## 2.967056e-04 2.946707e-04 5.905232e-05 5.177765e-04 1.916112e-04 
##         7446         8136         5269         9206         6967 
## 3.183286e-04 2.074417e-05 3.132417e-04 1.421354e-04 1.446391e-04 
##         6113         3404         5746          799         6065 
## 1.558149e-06 6.882872e-06 1.314669e-03 1.522161e-04 3.664855e-04 
##         8148         9336         8181         6810         4217 
## 1.362369e-04 2.580114e-05 1.449314e-05 2.618134e-04 1.149564e-05 
##         4907         7401         1683         5756         6885 
## 2.489972e-04 4.582798e-05 2.136289e-04 1.786015e-04 1.172009e-04 
##         9366         3692         9261         6363         4559 
## 7.828812e-05 1.662148e-04 4.265621e-05 1.632448e-04 2.160367e-05 
##         8733         4412          423         2206         3309 
## 1.265228e-05 6.140545e-06 1.858691e-04 2.235101e-04 1.490266e-04 
##         8665         5217          626         8278         5527 
## 3.269921e-04 1.409309e-04 8.452806e-07 4.160121e-05 2.156108e-04 
##         5605         6631         8125         7942         8458 
## 3.402020e-08 6.334775e-05 9.055554e-04 2.971961e-06 1.264943e-04 
##         9730         2036         3936         5443         5666 
## 1.004007e-04 1.616652e-04 7.491377e-05 6.670962e-05 4.844139e-04 
##         2587          455         3292         3811         9212 
## 4.299659e-04 2.228880e-06 2.387384e-04 5.697345e-05 1.917065e-05 
##         4972         1370         3348         7972         4202 
## 8.576383e-05 3.601049e-05 2.671202e-04 1.359611e-05 1.976879e-05 
##         3312         8743         2773          169         5977 
## 9.058232e-05 1.190176e-04 1.201979e-05 1.995059e-05 1.182031e-04 
##         2960         3151         5039          612         8501 
## 7.351991e-04 4.258709e-06 7.735648e-07 3.305351e-05 1.461133e-05 
##         8485         7405         6522         9605          197 
## 3.696196e-04 2.733154e-06 3.183182e-05 1.129527e-04 2.266181e-05 
##         3339         7925         7354         6354         9626 
## 1.469637e-04 2.359901e-05 5.128682e-04 3.146610e-06 1.005095e-04 
##         3164         3984         2924         6171         2667 
## 5.870487e-05 3.243857e-07 1.678129e-04 1.497267e-04 2.276705e-04 
##         9675         3925         3213         9598         3306 
## 2.268393e-04 2.519633e-04 4.139985e-05 3.963013e-04 1.436669e-04 
##         1120         3667         3330         8497         3089 
## 2.055330e-05 1.988999e-04 7.622005e-07 2.950132e-04 3.765746e-05 
##         4440         4236         2951         9375         4539 
## 2.271814e-04 1.309411e-04 3.415285e-04 6.020904e-06 1.092607e-03 
##         3136         8944         6183         2269         5638 
## 6.705567e-05 3.948019e-04 1.012008e-03 9.976463e-04 1.317913e-04 
##         7236         3291         4527         3554         1208 
## 1.292341e-05 1.052058e-04 2.188976e-04 2.169441e-04 4.740768e-05 
##         4595         1826         7292         6352         3021 
## 4.111831e-09 1.480671e-04 2.768847e-04 1.884008e-05 3.097897e-04 
##         5206         7515         4432         7746         2240 
## 2.112577e-06 2.244097e-06 1.186340e-04 9.227887e-05 3.149973e-04 
##         2349         2468         5035         7921         7134 
## 1.156799e-05 7.882635e-06 1.726447e-04 2.323911e-04 7.570989e-06 
##         6587         2079         8537         8255         5932 
## 6.256000e-04 5.309043e-05 1.039383e-07 7.088541e-06 5.456048e-05 
##         8169         3907         3545         2300         8044 
## 2.580815e-05 1.756459e-04 1.909358e-05 3.321857e-04 4.593041e-07 
##         5786          707         8299         5531         8078 
## 7.730924e-07 2.092114e-05 7.433998e-05 7.760210e-05 3.288443e-05 
##         3381          633         6861         7511         5891 
## 1.521585e-05 1.206287e-04 5.006027e-04 1.804261e-04 2.188674e-04 
##         5045          542         1215         4516           70 
## 8.935247e-05 9.585697e-06 2.469479e-04 3.027759e-04 1.808914e-05 
##         2181         9233         3749          690         7809 
## 6.297194e-05 1.378298e-04 8.175898e-04 6.912320e-07 7.851086e-07 
##         4733         9246         9344         9831         4430 
## 2.733011e-04 1.158769e-04 5.486999e-05 2.048809e-04 4.489815e-07 
##         7123         9724         1484         3134         1535 
## 6.628342e-05 5.567447e-04 6.424351e-05 3.668713e-05 3.885065e-04 
##         6745         4822         3847         3022         9253 
## 9.132403e-04 2.408331e-04 1.628277e-04 4.150444e-04 3.992621e-04 
##         2054         6926         7822         3343         2571 
## 3.449444e-04 4.694761e-05 1.763474e-08 5.038532e-05 4.840170e-04 
##         8882         7576         1272         6122         2284 
## 3.718415e-04 2.075774e-04 2.201756e-04 3.201042e-06 2.249864e-05 
##           34         7483         7582         9440         5170 
## 1.229401e-04 7.665559e-04 1.601655e-04 3.634364e-06 3.279787e-06 
##         7478          667         5923         8744         1924 
## 2.854635e-05 2.068590e-06 3.309908e-04 3.822992e-07 1.465840e-05 
##         5271         1243         9953         9043         9718 
## 2.717643e-05 3.826121e-04 1.253626e-04 3.091481e-04 6.212295e-05 
##         7023         2634         2364         1725         1287 
## 8.481895e-05 4.752194e-05 8.184684e-05 8.764996e-05 2.177856e-05 
##         4138         4538         9990         8089         1618 
## 8.010111e-06 5.149028e-06 3.587526e-04 3.967194e-06 1.002008e-04 
##         4800          272         2431         6462         5016 
## 7.095888e-07 2.972608e-05 7.081399e-04 8.553662e-04 5.226695e-05 
##         8317         1887         7872         1034         9042 
## 3.161924e-06 1.117609e-04 2.207607e-06 7.880220e-05 1.142821e-03 
##         3201         1230         4280         4834         5739 
## 8.413312e-06 3.379990e-05 1.164266e-04 5.146308e-05 1.853004e-04 
##         6259          165          405         4396         3703 
## 1.706882e-06 6.394424e-07 5.623777e-04 6.535888e-05 2.804102e-05 
##         6286         1238         7069          905         7874 
## 5.597333e-04 3.068293e-04 1.780511e-04 8.557771e-05 2.046795e-05 
##         1126         5152         1040         8167          429 
## 6.165722e-04 4.656908e-06 4.336035e-05 2.465151e-06 3.390170e-04 
##         8545          456         1473         9320         5506 
## 3.744806e-04 1.172874e-03 4.653818e-05 6.869445e-05 1.933283e-05 
##         3366         1637         2409         3597         5752 
## 2.345018e-06 3.337592e-07 5.187140e-05 2.202655e-05 6.830512e-05 
##         9857         7317         5874         5159         8296 
## 1.393692e-04 3.326013e-05 1.586123e-05 8.493713e-06 1.315194e-04 
##         5716         5186         5212         6838         2361 
## 1.710207e-05 1.041997e-04 5.771109e-04 8.399459e-05 6.892672e-05 
##         1201         8307         7629         9746         5120 
## 1.633544e-04 1.378898e-05 2.305444e-04 5.994245e-05 2.993650e-06 
##         7029         6832         7081         6401         3211 
## 5.406395e-05 7.639328e-06 1.151455e-06 5.946623e-05 6.814791e-05 
##         2492         5337         2523         9884         7175 
## 1.109912e-05 3.486492e-06 5.379970e-06 4.383555e-05 4.071425e-05 
##         5223         6891         9640         6503         3301 
## 3.897247e-04 1.173946e-04 5.792349e-05 7.055892e-06 1.152549e-04 
##         5925         7062         2248         8396         2615 
## 1.424522e-05 1.288855e-05 6.831796e-05 8.940295e-04 1.923916e-04 
##         2863         8793         1789          728         5218 
## 3.811089e-05 3.961347e-05 7.569755e-07 3.953956e-04 5.393741e-05 
##         5562         7878         5024         7869         2233 
## 9.081456e-04 1.213394e-05 9.470139e-07 2.296456e-04 4.417569e-04 
##         9362          543         2132         1654          309 
## 1.651430e-05 7.164147e-04 2.127224e-04 9.673099e-05 3.651679e-04 
##         9003         9667         4903         1035         9628 
## 4.929381e-05 1.311119e-05 2.822966e-04 1.773414e-04 5.269544e-04 
##         3078         1517         8120         1432         2489 
## 2.834952e-05 4.274156e-05 2.436649e-04 4.519303e-04 2.448895e-04 
##         5143         3179         3159         4023         1578 
## 4.481733e-06 9.740005e-05 5.067657e-05 3.740462e-05 3.958435e-05 
##         8204         2340          115         3113         3884 
## 4.412414e-04 3.113169e-04 1.841586e-05 8.147533e-05 2.257365e-05 
##         1342         1664         9772         7601         3891 
## 1.394776e-04 7.873560e-05 6.782208e-04 6.491087e-04 2.736160e-04 
##         3739         3503         6316         5820         7768 
## 2.343457e-05 8.401477e-04 4.925967e-05 1.268482e-04 2.710871e-04 
##         5221         4826         6073         4669         3240 
## 1.262129e-04 2.649997e-04 1.738553e-06 4.570368e-04 3.245525e-04 
##         5546         2574         4274         4671         8869 
## 9.972929e-05 4.766691e-05 7.075639e-04 2.233035e-06 5.515508e-06 
##          426         2061         7202         9721          884 
## 3.523072e-04 1.987659e-05 8.691039e-04 1.648425e-07 2.145650e-04 
##         2616          445         5313         9784         1490 
## 7.753938e-04 4.164985e-04 1.107537e-04 1.724044e-05 3.497821e-04 
##         8039           77         1691         3784         5630 
## 1.368695e-05 5.891606e-04 1.060910e-06 2.062401e-04 1.150909e-04 
##         5161         5910         9446         2992         4690 
## 9.022779e-06 5.146244e-04 4.295521e-05 1.517243e-04 9.781216e-06 
##         8281         1358         8265         3613         6469 
## 3.022793e-04 2.527282e-05 5.509888e-04 2.791311e-05 6.432405e-04 
##         7562         4814         4635         5099           95 
## 1.744869e-05 1.003497e-05 8.255705e-06 8.048261e-06 5.326492e-04 
##         5749          170         5000         5238         9476 
## 3.549715e-05 1.261398e-04 3.741385e-05 1.096300e-04 3.576809e-05 
##         8816         8972         1297          990         1453 
## 9.770731e-07 1.990609e-04 1.010208e-05 2.059566e-05 5.470998e-04 
##          156         6317         2086           33         7386 
## 1.277153e-04 6.173627e-05 2.662045e-04 8.897520e-05 5.015012e-05 
##         5441         3916         4405         7409         7174 
## 1.602576e-04 7.356620e-05 2.870901e-04 1.368973e-04 4.481282e-05 
##         4525         9178         9963         7645         5079 
## 8.815563e-05 2.453674e-05 9.104409e-06 2.388113e-07 4.680788e-04 
##          307         8295         3023         3433         8187 
## 7.775274e-04 2.669974e-04 3.620966e-07 1.072118e-04 1.272532e-04 
##         1879         9903         7190         9773         5509 
## 1.352048e-05 1.027535e-04 8.918362e-07 6.370843e-08 7.556142e-05 
##         4216         5141          895         1776         7580 
## 2.286454e-06 3.812320e-06 1.363939e-04 2.120669e-07 7.796106e-04 
##         6418         3722         4224         9222         9865 
## 3.581669e-05 3.332578e-04 6.846067e-04 5.733652e-04 6.614380e-04 
##         5190         9066         7328         7559         7380 
## 9.337981e-04 3.814362e-05 1.475574e-04 1.680322e-04 5.612682e-04 
##         2099         2440         7957         8652         7954 
## 6.979947e-04 8.667431e-04 5.783953e-05 1.159277e-05 1.957513e-05 
##         3770         2073         1695         2463         3000 
## 3.008628e-04 8.327957e-04 9.681397e-04 5.382389e-05 4.044802e-05 
##         3798         4885          551         4743         4557 
## 1.073946e-05 2.315300e-05 2.849400e-04 8.749378e-04 2.326172e-05 
##         9209         3126         8558         3420         5191 
## 1.657283e-04 4.244235e-07 2.470801e-05 4.305998e-08 1.735925e-04 
##         3302         4317         6524         1697         9390 
## 9.323714e-04 7.198409e-06 1.224410e-04 1.907430e-04 5.524153e-05 
##         8508         6778         4674         3083         1359 
## 5.298756e-04 1.463012e-04 2.052304e-05 4.075020e-05 2.478544e-06 
##         2330         6585         2281         9808          904 
## 3.307569e-04 2.004673e-05 1.948591e-04 9.582878e-06 1.079225e-05 
##         6828         6075         2405         4771         1141 
## 2.755035e-05 7.110462e-05 1.452253e-04 7.821649e-05 4.005187e-04 
##         2913         2542         9025          179         6198 
## 8.778783e-06 1.245511e-04 2.335228e-06 5.036745e-04 9.190565e-07 
##         6464         8436         3057          909         6327 
## 1.009694e-06 1.566479e-04 1.323137e-04 6.957986e-05 8.776245e-05 
##         9404         1581         4995         2514         3371 
## 2.021596e-04 1.733587e-06 2.849974e-04 3.150357e-04 1.291230e-05 
##         3025         9469          872         2109         5501 
## 2.412465e-04 5.154384e-05 1.999688e-04 7.017381e-07 9.972496e-04 
##         1118         1186          352         9094         7833 
## 5.545558e-08 1.818323e-04 1.546009e-04 4.926615e-05 3.044849e-05 
##         4141         8534         4257         1296         3413 
## 1.005725e-05 1.544968e-04 6.291723e-04 1.704016e-04 1.020111e-04 
##         8746         3394         1978          132          800 
## 6.718664e-07 3.171945e-05 9.219569e-05 2.596277e-04 2.917058e-04 
##         6275         7870         4979         6787         6656 
## 2.233189e-05 6.556959e-07 4.904604e-04 7.867883e-05 1.529983e-04 
##         3432         7448         4649         9937          637 
## 7.253263e-06 7.682150e-04 1.384271e-04 1.543297e-04 8.470824e-06 
##         4994         6273         8579         1518         4561 
## 1.253797e-04 2.203687e-04 4.190281e-06 2.906628e-05 1.977202e-04 
##         3700         5436          512         6032         5260 
## 1.605737e-04 7.605045e-08 8.559511e-05 8.156285e-05 6.928358e-04 
##          609         8634         3957         1028         5846 
## 8.937068e-06 3.066748e-05 1.133301e-05 1.540167e-04 4.200048e-06 
##         1378         9392         4928         8268         1439 
## 1.786552e-05 1.063738e-04 1.724535e-06 9.628707e-05 1.504593e-05 
##         5001          489         9265         5838         2535 
## 7.569395e-05 9.066494e-04 1.154359e-03 3.647144e-04 2.378638e-04 
##         6738         9645         2292         5484         5060 
## 1.365200e-04 1.010042e-04 5.926969e-04 1.001390e-04 7.257782e-05 
##         2499          642         5850         5008         7774 
## 3.694355e-04 5.126632e-05 2.438436e-05 1.006243e-05 2.506729e-04 
##         4777         3634         8123         6699         9378 
## 3.802878e-05 1.000576e-04 3.343430e-05 4.500879e-04 1.203256e-03 
##         6014         4312         4056         6318          855 
## 5.209683e-05 1.317356e-04 1.937199e-05 5.348213e-06 5.062272e-06 
##         2043         3180         9160         3980           76 
## 7.947515e-05 7.749492e-07 1.172698e-05 1.102900e-04 1.503387e-04 
##         7261          685           63         4219          264 
## 2.260859e-04 9.304055e-05 1.216570e-03 1.274429e-04 2.258712e-05 
##         8621         3525         3318         5483         9641 
## 7.416888e-05 2.068381e-04 2.375278e-04 1.683537e-04 2.028719e-04 
##         5798         6802         1308         6367         9613 
## 4.151812e-04 4.850102e-06 2.958350e-04 2.533535e-06 1.436155e-04 
##         2606         3800         9106         4675         7496 
## 1.026790e-04 1.635260e-05 1.089191e-05 3.533552e-04 2.175906e-04 
##         5572         2987          833          881         6909 
## 1.155711e-04 3.286666e-05 9.558334e-04 2.842564e-06 5.066955e-07 
##         9240         9692         3615         7365         6735 
## 3.508838e-04 3.807342e-04 1.028464e-05 9.771733e-05 1.535061e-04 
##         2477         3604         3903         9468         2435 
## 7.771838e-05 2.887476e-05 5.031372e-07 5.595374e-05 2.274831e-04 
##         4180         1721         6057         7421         6360 
## 7.573598e-06 1.268067e-04 1.142269e-04 3.054530e-04 2.893816e-05 
##          332         3735         4773         9226         4643 
## 8.975015e-07 1.600842e-05 1.211997e-04 1.597248e-04 1.902683e-07 
##          750         4475         6248         4300         5359 
## 2.444114e-04 6.742269e-05 1.706641e-04 5.091823e-06 1.267034e-03 
##         8349         8116         9744          560         3069 
## 4.100446e-07 7.515145e-04 9.258704e-04 7.318221e-04 4.290615e-06 
##         5343          530         5344         7447         4445 
## 1.935660e-05 2.114120e-05 5.285294e-05 6.997890e-06 1.141082e-04 
##         3744         1609         9405          333         2158 
## 1.799615e-05 4.103114e-06 5.230794e-04 8.773760e-05 1.866982e-04 
##         7213         3175         8372         3974         7395 
## 2.155993e-04 9.237397e-05 1.099344e-05 2.080389e-05 2.627672e-05 
##         1427         6625         1817         2451          911 
## 1.276460e-05 1.071437e-04 8.681687e-06 2.389529e-04 1.311177e-04 
##         9951         5755         4811         4457         7027 
## 1.877678e-04 3.653893e-04 3.037443e-05 1.058764e-04 1.187728e-04 
##         5617         7442         4495         7980         8520 
## 1.160318e-04 1.404857e-06 1.471503e-04 1.155027e-05 4.535118e-06 
##         2517         3985         3265         9105         4748 
## 3.877013e-05 2.011334e-04 9.428104e-05 1.050580e-04 4.888433e-04 
##         1396         3943          926         7340         7071 
## 9.792733e-05 2.560825e-04 4.170110e-05 1.033244e-05 1.181342e-04 
##         5444         8586         3355         5011         3746 
## 2.015851e-05 3.296691e-05 9.589392e-07 3.718204e-06 8.616654e-04 
##         5880         4682         8244          661         9938 
## 2.317148e-04 9.668536e-05 4.245325e-05 4.377548e-04 3.810846e-05 
##         5043         3764         4739         2265          989 
## 2.244947e-05 6.444079e-05 5.650505e-05 1.015859e-04 3.490642e-04 
##         3084         2833         8172         6744          496 
## 2.592077e-04 6.962014e-05 8.030543e-05 9.221323e-05 1.374939e-05 
##         2921         5736         1157         1815         7652 
## 3.038608e-05 1.766379e-04 8.549530e-05 5.772631e-07 3.859171e-04 
##         1059         5575          940         1843         4367 
## 2.590159e-04 1.173223e-04 3.001063e-05 2.128628e-04 6.634278e-05 
##         1743         5089         1801         9095         1480 
## 4.152908e-06 2.394442e-04 5.676657e-07 1.023803e-06 8.574500e-05 
##         9579         8872         7393         3704         3320 
## 3.689760e-04 7.211145e-06 3.264249e-05 6.738416e-05 2.366442e-05 
##         7557         8000         9289         9266         5727 
## 6.625793e-05 8.517189e-04 2.899414e-05 4.584828e-05 3.446679e-05 
##         3502         1748         7733         8240           26 
## 5.102357e-05 4.750627e-08 1.269379e-05 4.366357e-04 1.820056e-05 
##         7699         5549         7007         5601         4963 
## 1.724603e-06 7.128413e-05 1.782454e-04 4.325158e-08 4.338831e-04 
##         8374         3707         9488         3840         4678 
## 3.507421e-05 3.743956e-05 1.182569e-05 8.811617e-06 1.279991e-04 
##           66         7498         6572         4298         9146 
## 1.258500e-05 1.328052e-04 1.752497e-05 8.635166e-04 6.990355e-05 
##         4389         1042         9197         9282         9567 
## 1.175099e-04 1.775791e-04 8.816931e-05 3.771434e-04 1.487252e-03 
##         6237         9522         5709         5684         1199 
## 1.667593e-04 1.199119e-07 1.085996e-04 9.674580e-05 3.112957e-05 
##         9778         3106          478         5563         4324 
## 8.398867e-07 6.624571e-05 3.121648e-05 9.704752e-07 1.139542e-03 
##         5333         6695         5901         4835         6463 
## 1.066375e-05 4.457395e-08 1.892450e-05 1.413170e-04 1.858034e-04 
##         2441         4959         1756         7556         7299 
## 1.393394e-05 1.984423e-04 4.685251e-06 4.709266e-04 4.250913e-05 
##         8118         9827         7764         9166         9658 
## 4.338002e-04 7.602085e-04 1.279821e-04 7.167085e-06 3.012493e-05 
##         9130         5285         8710          802         7359 
## 2.079816e-04 4.974918e-05 4.069085e-04 6.604808e-05 8.326878e-06 
##          745         6104         9304         4085          974 
## 7.923119e-05 1.858024e-04 4.280388e-06 5.375378e-04 1.574478e-06 
##         4106         6368         6690         6067         4357 
## 8.543327e-05 1.118704e-05 8.160566e-06 2.371142e-05 1.530373e-04 
##         8629         7842         9435         2221          651 
## 4.896259e-04 5.592085e-04 4.052742e-07 2.680499e-06 4.328935e-04 
##         1481         1140          987         8547         2084 
## 3.782226e-05 1.888347e-04 8.842860e-05 8.273478e-05 1.378996e-05 
##         3498         8783         2791         6150         1096 
## 3.035067e-04 7.072379e-05 8.833215e-07 2.983625e-07 7.308935e-05 
##         5022         3674           56         4083          697 
## 1.078134e-04 7.071664e-05 2.447550e-05 9.097986e-07 3.320443e-06 
##          464         7761         9500         2981          815 
## 8.520010e-04 4.632168e-05 3.138873e-04 1.180941e-03 2.790852e-06 
##         9165         8451         6240         7108         3771 
## 6.017063e-07 2.033468e-04 8.585412e-05 6.610778e-05 2.367904e-04 
##         9077         1421         7210         8789         7246 
## 3.124970e-04 4.554582e-07 1.749493e-06 8.117180e-04 2.148524e-04 
##         3129          106         9341         8973         7030 
## 4.175382e-05 7.228434e-06 3.907970e-04 3.596032e-06 6.507950e-05 
##         4838         7617         4619         6862         8368 
## 2.202049e-05 6.270834e-05 2.421533e-06 1.543820e-04 2.057970e-04 
##         2276         9983          161         6817         6055 
## 2.144400e-06 1.491563e-04 2.520838e-06 8.960468e-08 1.909098e-06 
##         9413         3626         3350         1165         7463 
## 4.301105e-06 2.947475e-06 1.722695e-04 6.679041e-06 1.177816e-04 
##         5552         2023         9601         9470          850 
## 1.951966e-05 1.515190e-06 7.052050e-05 9.185129e-08 4.391768e-04 
##         6747         7278         2509         7798         2717 
## 1.148541e-04 6.319270e-05 1.546287e-05 8.640125e-06 1.847834e-04 
##         6468          153         8208         7264          744 
## 8.329232e-05 8.671975e-06 7.962396e-08 1.118016e-04 2.957806e-04 
##         4510         7432         7506         8583         7147 
## 4.144461e-06 7.666865e-04 5.824663e-05 8.054253e-05 6.203207e-05 
##          508         6442         1597         5514         5480 
## 6.048015e-04 4.357156e-04 2.907077e-04 4.288863e-07 1.125187e-06 
##          327         5961          944         9018         5132 
## 6.252891e-05 9.328638e-05 5.603445e-05 6.405974e-05 2.170980e-04 
##          388         4167          559         4909         8371 
## 8.913395e-06 1.101736e-03 3.323084e-06 3.932152e-07 8.673921e-06 
##         1394         9856         3802         6272         4126 
## 4.213413e-04 2.590949e-04 7.201411e-04 3.577506e-05 2.194932e-04 
##         1830         1392         9639         8160         7178 
## 1.690429e-05 5.192768e-05 1.173299e-04 2.451408e-05 1.235306e-05 
##         8018         7315         7641         4229         8687 
## 4.590866e-06 1.152075e-05 5.985903e-04 7.576425e-06 2.332865e-04 
##           99         8818         1012         9431         2899 
## 1.758027e-06 3.858841e-04 2.517463e-05 2.723550e-05 4.796441e-05 
##         5995         1416         4041         7258         6530 
## 8.652264e-07 5.571350e-08 9.141319e-06 4.245160e-04 7.507777e-05 
##         7250         5708         1242         7574         7222 
## 2.829874e-04 7.498412e-05 5.486892e-04 3.318142e-04 3.932968e-05 
##         3636         7656          747         6616          434 
## 3.768709e-04 7.303945e-06 1.227277e-04 1.322748e-04 9.693100e-05 
##         3623         9402         4782          323         6184 
## 1.476758e-09 1.949792e-04 2.716451e-04 3.676565e-04 1.013641e-04 
##         9102         7321         9053         4333         5481 
## 5.646093e-05 7.784320e-04 5.186214e-05 1.441221e-05 6.948498e-05 
##         6638         7160         8038          485         8133 
## 1.137164e-04 1.149035e-04 4.116127e-05 1.619555e-04 2.374242e-04 
##         6365           93         2919         2121         2609 
## 2.408378e-05 3.655886e-06 1.431755e-05 1.463331e-05 4.436850e-08 
##         1249         7706         6981         7361         4485 
## 3.447130e-04 4.996537e-07 4.059446e-05 6.469945e-06 4.104153e-04 
##         4499         9945         9575         6691          157 
## 2.898555e-06 6.819921e-05 4.959266e-05 1.974491e-05 3.657216e-04 
##         7657         2309         6324         2709         2268 
## 1.357113e-03 1.070355e-03 7.616767e-05 3.043528e-05 2.291386e-04 
##         8408         4939         8557         4053         5130 
## 5.513727e-04 2.183461e-04 3.082069e-04 4.812238e-04 4.653877e-04 
##         2800         9555         6521         5240         8612 
## 1.805767e-04 2.611486e-04 2.415210e-06 3.851143e-04 3.897318e-04 
##         3996         3875         8908         5472         4286 
## 1.028837e-05 4.298120e-04 1.349648e-04 1.580473e-04 1.318316e-05 
##         2149         5677         8002         3516         5959 
## 2.068606e-05 2.604453e-04 5.473801e-05 2.010310e-05 3.662113e-04 
##         5405          708         7009         7605         7022 
## 2.390502e-05 6.989152e-05 1.760881e-04 9.597251e-05 3.005079e-04 
##         2922         4976         3844         8655         5231 
## 5.227590e-04 2.535947e-05 1.142449e-04 4.132867e-04 1.371356e-04 
##         2649         4001         4977         8649         7166 
## 1.441622e-04 4.099234e-05 1.967007e-05 5.614744e-05 4.871354e-04 
##         7466         8874          313         4658         7991 
## 3.239280e-04 3.006285e-04 1.726697e-04 2.439876e-05 4.012212e-05 
##         8174           74         2565         9915         6977 
## 3.357679e-04 3.864953e-06 5.005923e-04 5.443416e-08 6.528112e-04 
##         2794         5948         1526         8959         4205 
## 1.204154e-05 8.681444e-05 6.596299e-04 1.709033e-05 6.123547e-07 
##         1146         5329         6753         6919         4201 
## 3.384606e-04 1.121805e-04 1.502459e-04 2.067745e-05 5.415971e-05 
##         1675         3183         1923         6226         3539 
## 2.359258e-04 1.316395e-04 6.538365e-04 8.579786e-04 3.290159e-05 
##         3691         3588         7101         4937         4775 
## 1.390777e-05 7.719427e-04 1.412503e-05 8.256552e-05 5.505401e-05 
##         5273         7054         5087         8609         9224 
## 3.843083e-04 3.029891e-07 1.467464e-04 1.055745e-03 2.435672e-04 
##         9335         2090         3334         8551         2312 
## 4.704390e-04 3.081286e-06 1.859421e-04 4.447729e-04 4.880094e-06 
##         5208         1124         3296         1409          579 
## 1.670766e-04 4.692708e-06 2.808437e-04 8.425104e-04 8.765266e-07 
##         3969         9352         6924         4509         8126 
## 8.935891e-07 7.411562e-05 1.788571e-05 9.443259e-05 3.242339e-05 
##         6326         2909         6844         6406         5181 
## 2.533676e-05 6.189416e-05 5.159669e-04 1.673905e-04 8.604785e-05 
##         4551         7454         4867         6931         3717 
## 2.105921e-04 3.291723e-04 6.867376e-05 2.280759e-04 4.663769e-05 
##         3820         6870         7805         8470         2111 
## 1.776031e-04 7.672798e-08 1.066227e-05 2.424462e-04 1.481842e-07 
##         8584         9559         6714         9078         7415 
## 1.852277e-04 3.224065e-04 8.552040e-04 2.627462e-05 3.449990e-05 
##         3170         3243         1995         8715         6382 
## 6.770975e-05 8.884976e-05 2.351997e-04 6.369579e-04 2.190811e-05 
##         8931         2879          860         7470         5053 
## 2.163556e-04 4.438704e-05 5.574431e-05 4.513218e-04 3.455039e-04 
##         6457         9972         7159         5584         4944 
## 2.043238e-04 3.025435e-05 1.561711e-05 2.852922e-05 1.548133e-04 
##         2848         5673         7758         7614         2202 
## 1.329479e-05 5.924751e-07 5.801533e-04 1.930908e-05 1.315965e-04 
##         3103         3571         6492         4520         5351 
## 5.082995e-04 3.675279e-08 1.425383e-04 6.157704e-04 5.447158e-10 
##          567         3552         2917         3486         3659 
## 4.866158e-05 8.483918e-07 1.027620e-04 5.814096e-05 1.014124e-04 
##         8316         3002         9801         4611          140 
## 5.525909e-05 9.875960e-05 8.217839e-08 6.764425e-04 4.946534e-04 
##         6849          770         2903         2321         5162 
## 1.634450e-04 2.072048e-04 1.351188e-04 8.926883e-04 1.524225e-08 
##          104         4204         8988         1740         7139 
## 1.325840e-04 1.573987e-05 7.730635e-04 5.334449e-07 3.351349e-04 
##         9798         4756         6995         1592         1803 
## 2.790725e-05 5.094452e-06 2.755420e-04 8.617150e-05 5.488366e-06 
##         5052          470         4336          452         4174 
## 4.307034e-05 1.731661e-04 5.606209e-07 5.928125e-07 8.272237e-04 
##         3830         5375         9004         2672         5200 
## 7.895411e-05 1.665857e-05 9.006523e-05 2.844757e-04 3.484748e-05 
##         8378         5085         1957         2595         9920 
## 8.817229e-06 1.577579e-04 1.325300e-04 3.171096e-04 2.368854e-04 
##         1399         3326         3283          366         8442 
## 4.944488e-04 1.375600e-04 2.421958e-04 5.872524e-05 3.094533e-07 
##          465         9709         4833         8700          476 
## 6.836718e-04 3.478491e-07 1.517608e-04 3.790912e-05 1.526021e-05 
##         3070         8568         6343         1173          330 
## 5.516978e-07 2.376156e-07 2.028598e-05 6.431476e-04 2.050066e-04 
##         7712         5498         3719          657          756 
## 1.155930e-05 2.001099e-04 7.329583e-04 3.369670e-04 2.190638e-04 
##         8657         2450         1374         2288           49 
## 1.566467e-04 1.024677e-04 2.486677e-05 8.691060e-05 9.602839e-05 
##         7772         7095          238         1206         3633 
## 6.168912e-05 4.112604e-06 5.813770e-05 7.467648e-05 1.293244e-06 
##         4344          843         5919         7730         3689 
## 8.276504e-04 2.975873e-06 2.062812e-04 8.993049e-05 5.844479e-05 
##         9544         3589         4502         2243         7002 
## 2.849339e-05 6.347709e-05 3.489751e-06 1.618066e-06 1.979036e-05 
##         9455         2013         2733         4292         2990 
## 1.760287e-04 8.783877e-05 1.791892e-09 1.221641e-07 6.422827e-05 
##          290         2877         6185         1147         5420 
## 7.706757e-08 7.102690e-04 2.463656e-06 1.465813e-04 4.820875e-05 
##         6029         4589         3242         2038         6534 
## 4.198332e-04 2.235326e-04 7.842196e-06 2.712570e-04 1.380848e-04 
##         7782         2782         4489         4462          859 
## 1.351278e-05 3.682523e-05 1.365420e-04 2.699876e-05 3.633935e-05 
##          943         6626         1662          280         8033 
## 2.362753e-04 1.583565e-04 1.902441e-06 2.872087e-05 8.738605e-05 
##           45         1016         1737         6639         8012 
## 1.294962e-05 6.339729e-06 6.149991e-05 1.592267e-06 5.042581e-04 
##         9100         6732         5512         2975         1979 
## 3.187601e-05 2.963506e-04 1.382340e-04 9.538651e-04 3.077362e-05 
##         3365         1689         5599         6548         6304 
## 2.142136e-04 1.435581e-05 1.938674e-05 2.874470e-04 5.608342e-05 
##         8602         6954          888          771         7996 
## 5.204188e-05 2.649180e-06 4.169242e-06 1.706566e-04 6.388161e-04 
##         8603         6209         1549         5516         1607 
## 4.319094e-04 3.707320e-04 4.946676e-05 2.786653e-04 3.928349e-04 
##         1174         9422         9986         4212         9029 
## 2.354091e-04 1.040564e-04 1.871198e-04 7.941950e-05 1.813754e-04 
##         4068         6564         1376         8597         4917 
## 8.756226e-05 1.869467e-06 1.005000e-04 7.267477e-07 5.765212e-07 
##         8639         3678         9694          803         3453 
## 1.294735e-04 9.130516e-04 1.660810e-05 1.410762e-04 8.465569e-05 
##         8552          245         3836          929          553 
## 1.276817e-04 5.579497e-04 1.729812e-04 5.782261e-04 1.653298e-04 
##         2416          727         1312         4973          688 
## 1.565188e-04 5.486912e-05 1.201934e-04 4.934848e-06 3.031879e-04 
##          411         3880         6502          780         1598 
## 7.996818e-05 1.383690e-04 9.106386e-05 6.685038e-06 3.122237e-05 
##         4404         3408         1764         2850         1519 
## 2.875629e-04 3.922314e-06 3.656148e-04 1.097696e-06 7.430434e-06 
##          656         2162         7684          439         7523 
## 5.344211e-04 1.561623e-06 3.449235e-07 6.270044e-04 1.851184e-04 
##         5612         6241         3162         1095         4358 
## 1.783063e-04 2.220723e-06 8.413997e-05 1.549537e-05 4.487646e-04 
##         7570         4861         7786          759         7404 
## 1.688295e-05 9.524367e-05 7.266782e-05 1.041823e-06 2.250333e-04 
##         9395         5473         5171         6045         6929 
## 2.437179e-04 2.480772e-04 1.807253e-04 6.551163e-04 1.235492e-03 
##         4871         7352          372         8502         6066 
## 1.396050e-05 4.819981e-05 8.253185e-05 1.206119e-03 4.911765e-04 
##         5369          849         6035         3258         2982 
## 8.206390e-04 3.121389e-04 7.673064e-05 2.072852e-04 3.926537e-05 
##         4128         3823         5151         9164         1856 
## 3.142703e-04 2.566737e-05 5.823983e-04 5.930549e-04 9.753933e-05 
##         3076         3333         1871         9722         1431 
## 1.622243e-05 1.010498e-04 1.376484e-06 2.039376e-05 9.597532e-05 
##         3327         7314          505         8767         9454 
## 1.751302e-08 3.229481e-05 1.239334e-08 3.448119e-04 9.878560e-05 
##         7607         1365         1024         1131         8439 
## 1.284491e-04 6.285799e-05 6.544151e-05 2.733109e-05 3.969480e-05 
##         5559         4646         3508         5234          173 
## 3.884933e-04 2.110844e-04 9.557108e-05 1.568725e-07 1.657930e-07 
##          223         8129         7720         8257         8322 
## 1.612837e-09 2.719386e-06 1.660246e-04 7.814241e-05 2.429683e-04 
##         5934         6969         4943         7820         7303 
## 5.155799e-04 3.395860e-05 1.220384e-05 1.533173e-04 5.443753e-04 
##         8901         1574         4961         5823         7700 
## 3.713857e-04 1.802746e-04 3.187979e-05 1.349401e-04 9.546396e-05 
##         2859          629         8775         7544         6072 
## 8.116663e-05 1.677328e-05 1.358941e-04 1.140150e-05 2.594784e-04 
##         9530         9777         1237           60         7005 
## 3.532937e-05 2.992544e-04 1.286334e-06 5.701898e-05 6.498483e-04 
##         9499         5650         4059          527         8274 
## 7.757124e-04 1.474699e-04 5.908485e-04 1.067213e-04 5.551291e-04 
##           88         4990         1944         6056         5450 
## 2.439213e-04 3.283073e-07 1.503644e-05 6.707474e-05 5.843994e-05 
##         3937         1573         3917         3769         5774 
## 1.080314e-05 1.613308e-05 1.772747e-07 3.861120e-04 3.400748e-05 
##         5084         7331         2256         8847         4491 
## 6.728415e-05 5.648860e-04 6.387583e-04 1.438155e-04 4.125752e-06 
##         2847         7312         6988         1284         5402 
## 2.371481e-04 3.394178e-04 1.086743e-05 1.621721e-06 2.313275e-05 
##         1772         8031         2603         9685         3094 
## 3.995976e-04 1.041279e-10 2.951350e-04 8.432059e-05 6.506549e-05 
##         7881          384         1125         7251         6302 
## 3.184472e-05 1.484602e-04 6.458515e-11 1.009530e-04 2.110533e-06 
##         7868         3537         1940         2673         8642 
## 2.086101e-04 3.993408e-05 3.560605e-05 5.811464e-04 1.100659e-04 
##         4406         9880         1482         3093         6755 
## 6.196207e-04 2.446852e-04 1.336553e-06 2.828376e-06 4.831154e-04 
##         1682          311         2532          409         2418 
## 2.286033e-04 1.010288e-04 3.814656e-07 3.288317e-04 1.259805e-04 
##         7585         9036          666         3428         9479 
## 1.375304e-06 6.597305e-08 4.179614e-05 5.433826e-06 2.518896e-05 
##         1747         2146         1163          168         5207 
## 6.555128e-04 3.548845e-05 1.741793e-05 2.402129e-05 1.371263e-04 
##         4144          362         7327         5835         3614 
## 1.358013e-05 6.940137e-05 7.749447e-04 5.048593e-06 3.628643e-05 
##         2224         9252         4263          635         7719 
## 8.509718e-05 1.944303e-05 4.785116e-04 1.258562e-04 1.535873e-03 
##         9503         9858         4723          577         2625 
## 1.105776e-05 3.900184e-05 1.737370e-04 1.489260e-05 1.503732e-05 
##         5879         3055         9365         9802         2085 
## 1.111416e-03 5.066197e-06 3.736148e-05 8.731204e-04 1.412811e-03 
##         7201         1299          604         9284         1823 
## 7.752834e-04 3.886532e-05 2.812785e-04 9.831504e-07 8.919910e-05 
##         8145         2891         7743         5013         1745 
## 2.920359e-04 1.527117e-04 4.011630e-06 6.608492e-06 2.391510e-04 
##         5954         9550          608         1084         8348 
## 8.128978e-04 3.547870e-04 1.321136e-05 3.999980e-04 1.921949e-07 
##          548         8751         8162         8549         4665 
## 1.497773e-05 3.151230e-04 8.253217e-06 8.383049e-05 4.073047e-04 
##         2024         1419         8827         2156         5100 
## 5.347372e-04 2.588511e-07 9.746180e-05 1.235069e-04 2.259154e-05 
##         6249          466         8681         3105         7943 
## 4.165554e-04 3.264112e-04 5.740635e-06 5.758019e-06 6.664925e-06 
##          109         1648         8737         7853         4137 
## 7.210118e-05 1.529415e-04 4.089589e-06 1.829464e-04 3.019147e-04 
##         8231         8405         2507         3344         9001 
## 7.839755e-05 7.466122e-05 5.069851e-05 2.837429e-04 2.165207e-05 
##         6594         5947         7550         5254          592 
## 8.669036e-05 1.850496e-04 2.638653e-06 3.590091e-05 1.090175e-07 
##         5853         6947         8138         2665         1132 
## 4.925295e-05 3.712096e-04 4.412367e-05 1.782696e-05 7.061782e-07 
##         1603         8461          108         5025         9244 
## 4.948197e-04 2.222198e-04 2.649534e-04 3.741556e-04 2.890810e-04 
##         7755         5492           58         1106         9540 
## 5.737367e-05 4.214348e-05 6.614063e-05 3.041730e-05 5.360808e-04 
##          420         7622         2730         3487         8821 
## 1.345959e-04 2.355924e-06 4.375492e-04 6.464025e-05 4.593691e-05 
##         7827          373          603         6789         2317 
## 4.507851e-06 5.576510e-04 4.524635e-05 5.913787e-04 1.976492e-04 
##         9751         2711         7244          443         4065 
## 1.976407e-04 9.557334e-05 3.763279e-05 7.984714e-04 2.292269e-04 
##         7443         8830         9109          947          288 
## 1.103221e-04 7.365690e-05 5.015666e-05 9.311012e-04 8.333712e-06 
##         1271         3398         9484         1397         5042 
## 5.810373e-04 3.289215e-04 2.080857e-04 4.801758e-04 6.827592e-06 
##         6620         3284         6076         5705         6784 
## 3.091234e-04 1.022397e-05 9.836544e-06 4.658811e-04 3.293464e-05 
##         8555         7024         6436         6543          117 
## 5.235406e-05 1.747441e-04 2.471049e-04 6.128022e-05 6.229624e-06 
##         8294         2856         4097         3287         5384 
## 2.758281e-05 4.354089e-05 4.410863e-04 4.368869e-05 1.092414e-04 
##         2621         3251         4653         6277         5296 
## 2.911993e-04 6.308672e-04 1.066726e-05 1.862554e-06 7.029878e-06 
##         4196         9014          243         8394           12 
## 2.054577e-05 5.605661e-05 6.040738e-04 5.346914e-06 2.631941e-05 
##         5226          463          701         1855         2483 
## 1.776488e-07 4.236700e-04 1.617355e-06 5.678912e-05 4.130222e-04 
##         9859          985         7738         7459         8717 
## 2.650456e-05 1.177036e-04 1.630612e-04 3.647261e-04 1.025353e-04 
##         4664          389         5589         3210           83 
## 1.306024e-04 5.820206e-04 3.872841e-04 9.652646e-06 5.104403e-05 
##         4395         7485         9989         3019         5600 
## 7.173076e-04 3.648867e-04 6.411180e-05 1.479950e-06 2.601979e-04 
##         5636         6026         8870         3919         3721 
## 5.361322e-05 2.781172e-05 3.365169e-04 1.381965e-04 1.288740e-04 
##           27         3115         7158         1739         8092 
## 7.949299e-05 4.874379e-05 5.947939e-04 1.263432e-05 4.894703e-04 
##         5400         9074         7154         2298          102 
## 1.706116e-04 1.193818e-04 6.481670e-06 9.981066e-05 7.060346e-07 
##         6313         4290         3726          348          919 
## 1.579333e-06 6.342316e-05 9.507344e-05 4.167673e-06 9.541094e-06 
##         2682         4376         1334         8298          278 
## 1.074896e-04 5.910560e-06 4.010985e-04 7.494196e-04 7.280392e-04 
##         5270         5445         6552         2878         1783 
## 3.227190e-04 1.672671e-04 8.463529e-05 4.303967e-04 9.092309e-05 
##         3443         5845         8983          896         5224 
## 5.423493e-06 7.126112e-04 2.135278e-05 4.344791e-06 7.859100e-06 
##         5776         2865         7184         2718         8761 
## 1.084446e-04 7.559205e-05 1.059725e-04 2.207435e-05 1.563206e-04 
##         4847         3612         6674         1491         7953 
## 1.285844e-04 6.783192e-06 3.591036e-04 1.130548e-03 3.481769e-05 
##         9573         1521         5415         9437         6025 
## 2.240086e-04 1.983433e-04 1.685088e-05 1.796111e-04 2.607001e-04 
##         7106         1961         5500         7369          399 
## 2.451343e-05 5.003272e-05 3.618168e-04 9.699692e-05 4.251518e-04 
##         3921         3041         8987          267         8464 
## 1.230061e-04 1.546687e-05 6.872233e-06 1.871587e-04 1.449822e-05 
##         6660         1289         8446         3257         1461 
## 7.386274e-05 3.547976e-04 5.492004e-04 5.368146e-04 3.394456e-05 
##         9012         7790         4252         5937         1335 
## 5.683150e-04 2.611931e-05 2.780043e-04 3.219892e-05 7.671800e-05 
##         2944          498         9369         3876         5144 
## 2.673106e-04 1.737637e-06 4.714762e-04 4.511940e-05 5.479276e-04 
##         6325         5831         1455         9965         8036 
## 5.719314e-04 4.878688e-04 6.684916e-04 2.119455e-04 2.085325e-07 
##         6169         5341         3361         8364         2780 
## 1.776824e-04 1.626873e-04 4.748557e-05 2.822540e-04 4.929450e-05 
##         3972         5624           72         3872         2622 
## 7.996539e-05 1.697956e-04 2.115601e-05 1.243441e-04 3.678764e-05 
##         1954         5167         8480         4327         5380 
## 4.646092e-04 2.007777e-06 6.222860e-05 9.638317e-06 9.531929e-05 
##         4248         7968         5475         9623         3169 
## 5.834200e-05 3.978091e-05 4.680103e-07 5.139636e-05 5.661591e-05 
##         1385         1849         9429         9424         6111 
## 2.899405e-05 5.881260e-04 8.974097e-06 3.066436e-04 2.049585e-05 
##         1282         5135         6123         3377         7349 
## 5.182118e-05 2.708047e-05 8.144499e-05 1.423449e-03 1.424456e-04 
##         9038         6254         3073          699         2341 
## 3.139908e-08 1.660939e-04 3.033691e-05 2.055740e-04 5.681590e-05 
##         3920         8867         4456         5800         4927 
## 1.515099e-04 9.748888e-04 5.054179e-05 1.095982e-04 6.094262e-04 
##         6488         5447         7284         8506         4705 
## 5.579996e-05 1.259863e-03 6.505092e-05 3.046033e-05 1.527695e-06 
##         5669         9144         8234         6128         2769 
## 6.948827e-05 3.945218e-05 1.070718e-04 4.536642e-05 1.865997e-06 
##         1454         3785         4013         4579         2984 
## 3.735593e-05 3.582531e-06 2.865566e-04 2.716901e-06 1.532938e-04 
##         3728         9657         8250         6274         4986 
## 2.275852e-06 1.142573e-04 2.524025e-04 4.901765e-04 1.368447e-04 
##         4136         1019         8173         1264         8094 
## 2.435261e-04 3.035956e-06 8.903085e-05 5.645291e-05 3.040207e-04 
##          693         1795         9711         8494          982 
## 1.905695e-04 2.724678e-05 7.108485e-05 5.535575e-06 3.913555e-04 
##         3585         2790         9690         1180         8926 
## 1.114278e-04 8.344007e-05 2.835643e-07 2.545126e-04 7.343396e-04 
##          772         1988         8627         9035         6848 
## 1.681770e-04 5.534061e-05 4.110437e-05 3.965079e-05 5.897722e-04 
##         8121         6815         5659         7696         8852 
## 1.069572e-05 2.219283e-04 5.198670e-04 6.088474e-05 9.022284e-07 
##         7245         6230         3654         6411         7682 
## 2.321092e-05 4.314684e-06 2.593262e-05 3.345112e-05 1.965903e-06 
##          257         2721         6863         8582         2062 
## 6.902330e-05 8.496920e-06 3.841942e-05 2.157929e-04 1.304503e-05 
##         5732         5660         1999         3989         1043 
## 1.040030e-04 1.120972e-05 5.920478e-04 1.791499e-07 1.785372e-05 
##         2653         8040         1762           30         3491 
## 2.143879e-04 1.115294e-04 4.992512e-07 1.574783e-03 5.996874e-05 
##         4316         6117         7724          614         7603 
## 9.202181e-05 7.017415e-06 1.221103e-04 3.938443e-05 2.433158e-04 
##         3416         9980         9211         2103         4293 
## 4.693935e-05 6.862588e-04 1.934238e-06 3.501035e-04 9.593106e-05 
##         2019         3791         4645         8878         8397 
## 1.456839e-04 7.646805e-05 1.617438e-05 1.886022e-05 5.442126e-05 
##         7177         4626          684          383         5862 
## 2.863831e-06 4.569085e-05 1.250813e-04 5.928726e-07 9.830292e-06 
##         4570         2522         5412         3767         8703 
## 1.354223e-05 9.145821e-04 1.971225e-05 4.899609e-05 2.627463e-04 
##         7455         7685         9781         8800         6854 
## 3.006489e-04 1.707524e-04 1.037208e-05 7.260334e-06 2.010900e-04 
##         7419         6088         8176          748         3310 
## 9.028706e-06 7.812115e-07 3.671691e-04 4.545754e-07 8.835884e-05 
##         8441         2979         2180          260         3048 
## 5.659071e-05 1.719015e-04 6.885961e-05 4.023287e-04 1.028827e-05 
##         6579         8810         7863         3698         4237 
## 1.610534e-07 2.249739e-04 1.081596e-04 2.409834e-04 1.272190e-05 
##         5323         8150         9786         8083         3629 
## 3.522669e-04 9.876224e-04 1.195392e-04 1.065936e-04 1.443075e-04 
##         6645         6144         2075         7668         2339 
## 8.234309e-05 5.224306e-04 6.956937e-05 1.221896e-04 6.838685e-05 
##         9665         2322         6322         8293         1423 
## 2.706308e-05 4.403964e-08 9.235125e-05 2.439081e-04 1.533619e-05 
##         6859         5374         6593         5981         4554 
## 9.199030e-04 6.537945e-05 1.898795e-04 4.839903e-04 3.094401e-05 
##         3207         9238         6151         4685         3970 
## 5.808903e-04 3.556352e-04 2.783594e-04 2.134385e-04 4.906640e-05 
##         3132         1744         4074         4086         7866 
## 9.646895e-06 9.346212e-07 7.417959e-04 4.826671e-05 1.077089e-04 
##         1678         4535           80         6229          317 
## 1.025626e-05 6.365326e-06 1.767538e-04 2.957162e-05 3.943540e-04 
##         3870         3249         9229         9044         3465 
## 1.434938e-06 2.598956e-04 7.845786e-08 2.597014e-05 6.497039e-06 
##         8581         9814         4337         1536         7155 
## 6.957879e-07 4.062620e-06 3.577342e-06 5.603298e-05 3.990189e-05 
##          721         1908         9841         9853         8183 
## 7.829902e-05 6.839022e-04 5.426480e-05 4.907224e-07 7.569950e-05 
##         3757         9975         9536         8888         9459 
## 1.278225e-04 3.443432e-04 3.880846e-05 2.842739e-04 9.578566e-06 
##         4426         3122          347         8788         1347 
## 6.791354e-05 2.689727e-04 6.536396e-05 1.218430e-04 1.041118e-04 
##          852         8305          231         5325         1114 
## 8.192091e-08 3.209118e-05 1.369303e-06 1.143173e-05 3.016559e-04 
##         2911         8210         5346         4794         9175 
## 2.109181e-04 7.678030e-04 1.999197e-04 3.449317e-06 1.779848e-04 
##         9000         1701         8010         3124         2661 
## 3.085372e-06 4.651276e-04 1.290724e-03 3.116388e-04 2.112685e-06 
##         5028         2929         7041         6107         5928 
## 2.937593e-05 2.142662e-05 2.664760e-06 6.720769e-06 4.287751e-06 
##         9907         3323         3336         8099         5649 
## 5.375821e-06 2.968415e-04 1.662544e-05 2.241568e-04 4.050537e-05 
##         2538         6220         1993         8269         7771 
## 4.275261e-05 3.636811e-06 3.212577e-08 1.835041e-04 4.080474e-05 
##         4392         6682          451          847         5622 
## 2.382133e-05 1.907200e-06 2.399642e-07 2.567396e-05 6.261050e-05 
##         2198         9934          589          297         9497 
## 8.906702e-06 5.617029e-05 6.046963e-05 1.584687e-04 2.947660e-04 
##          289         3814         9194         8336         6137 
## 2.773794e-05 4.983366e-06 2.718602e-04 5.095771e-05 1.075407e-03 
##         1837         2004         3082         7472           37 
## 4.354570e-04 4.488112e-04 6.721126e-05 1.985929e-05 3.500984e-05 
##         8773         3535         2076         6396          138 
## 1.702700e-05 2.351683e-04 2.467554e-05 1.468148e-05 1.171639e-04 
##         9774         2205          590         2348         6764 
## 2.598974e-05 2.138170e-05 2.224741e-05 5.524957e-04 5.047485e-04 
##          960         2597         9674         3946         6412 
## 2.130984e-05 2.183899e-05 4.268448e-04 1.326638e-04 3.944439e-05 
##         6846         2654         8443         5543         7014 
## 1.656606e-04 9.065577e-05 3.179941e-04 7.214265e-05 7.375839e-05 
##         2137         8667         2250         1219         7126 
## 2.041860e-05 1.188626e-05 3.326653e-06 1.117986e-04 3.050087e-04 
##         2208         7379         4697         8623          473 
## 1.117131e-03 1.516910e-05 1.119742e-04 1.833204e-04 5.367430e-04 
##         1506          741         2641         4305         1262 
## 2.379597e-04 4.046612e-04 1.428326e-04 2.346345e-04 1.219263e-04 
##         9830         3979         5410         7362         4547 
## 9.151183e-06 7.677154e-05 1.347562e-04 1.655128e-04 6.127483e-04 
##          818          410         6608         5104         8896 
## 4.321455e-05 7.931257e-06 2.216138e-04 1.468270e-05 3.776662e-04 
##         5598         5980         4488         3197         2335 
## 1.050339e-04 1.110160e-06 3.181158e-06 3.627180e-04 3.351992e-04 
##          766         6110         6933         1145         6427 
## 4.172110e-04 2.560099e-05 1.161076e-04 8.875517e-06 1.007491e-05 
##         8379         4586         2413         1572         3454 
## 7.123697e-05 1.014611e-04 5.188569e-04 9.049844e-07 1.992412e-05 
##         3718         7247          221         5793         5250 
## 1.244313e-05 4.530106e-04 7.362504e-05 2.599098e-04 2.248578e-04 
##          994         5596         2774         2954          116 
## 1.745216e-04 4.262928e-05 3.203202e-04 4.798018e-05 1.788602e-05 
##         3878         3046         1181         8068         6366 
## 1.417330e-04 4.261240e-04 6.117579e-06 7.237467e-05 6.808830e-05 
##         7357         3279         1929         7929         8535 
## 1.748012e-05 1.949905e-04 7.660321e-06 3.959159e-05 1.683043e-04 
##         6592         3598          107         2516         7752 
## 1.900690e-05 2.046552e-06 1.377629e-05 1.831274e-04 6.550819e-05 
##         4676         1681         7059         6054         7256 
## 1.795923e-04 2.936321e-05 1.001344e-04 5.569578e-04 3.155018e-04 
##         6642           32         5590         1080         2710 
## 1.603788e-06 9.666611e-05 3.220332e-04 4.177573e-04 4.688644e-04 
##         8028          718         4629         6311         3729 
## 2.066178e-04 1.102766e-04 3.639719e-04 3.178098e-05 1.224673e-05 
##         4496         4657         9409         4876         7441 
## 1.228303e-05 8.084807e-05 1.361702e-04 9.130925e-04 2.767992e-04 
##         4471         3387         2644         6892         8680 
## 3.384895e-05 4.842523e-05 8.160682e-05 2.059059e-04 1.012502e-04 
##         9355         9931         3357         9660         8859 
## 3.463188e-04 3.873358e-05 3.411525e-06 3.123500e-04 9.933407e-07 
##          525          461         8051         7388         4920 
## 2.047854e-04 2.223649e-08 2.889610e-05 1.540397e-07 2.426023e-04 
##         1304         6768         3462          293         9924 
## 1.448416e-04 5.542573e-07 1.925017e-06 9.296148e-05 6.480370e-04 
##         9110         8722          648         1694         6607 
## 1.163556e-04 1.891031e-04 2.488913e-04 1.435925e-06 5.616967e-05 
##         9363         3111         2793         2916          698 
## 3.395070e-05 1.749422e-04 4.521084e-05 6.948589e-05 1.279041e-04 
##          621         3382         9899          137         2245 
## 4.776141e-04 3.026155e-04 9.327385e-04 5.038004e-05 1.399622e-04 
##         4386         2486         8009         5458         3546 
## 5.128034e-04 1.950653e-05 1.221221e-05 2.616580e-04 1.019585e-05 
##         4609         9648         7271         8705         2768 
## 1.103620e-06 9.622097e-06 2.194349e-04 1.390563e-04 1.683529e-06 
##         4673         4162         4952         2864         7372 
## 4.691672e-05 7.264008e-05 4.186648e-06 3.119727e-04 1.269462e-06 
##         3444         1005         7780         1158         9860 
## 4.152474e-05 1.546469e-04 2.904774e-05 3.767039e-04 2.300214e-06 
##         2749         2636         6100         6706         6873 
## 7.770329e-05 4.359850e-04 7.313752e-05 3.145140e-05 4.952676e-05 
##         4576         8312         6850         2375         2092 
## 1.959417e-04 9.683598e-06 1.249634e-04 1.822445e-05 3.360067e-05 
##         2797         2319         5796         1255         6596 
## 4.044280e-05 1.240749e-04 2.402416e-04 9.754064e-05 1.423208e-04 
##         9281         4472         6355         7855         8666 
## 1.443412e-04 3.967403e-05 4.170800e-04 7.610286e-05 5.588901e-06 
##         1797         8671         9565         1463         5020 
## 3.927534e-04 2.977116e-05 8.126915e-05 4.100195e-05 1.931724e-05 
##         8796         4082         5199         5256         7020 
## 6.376851e-04 4.153913e-04 8.467532e-05 2.888864e-04 3.548806e-06 
##         7010         4090         1930          249         1433 
## 1.313619e-04 3.884759e-04 7.480668e-05 4.542237e-05 5.011015e-04 
##         3934         3975         1113         6911         5464 
## 8.605368e-05 2.368532e-06 2.994513e-04 7.737259e-08 1.852411e-05 
##         3013         2025         3450         9620         3168 
## 2.175744e-05 7.240961e-05 1.383817e-04 1.901460e-06 6.414802e-05 
##         8935         1712         3225         9729         9904 
## 9.410882e-05 2.183329e-05 1.210192e-06 8.694776e-05 1.097470e-03 
##         5381         1281         9234         5502         3056 
## 2.520448e-05 2.849020e-05 2.215440e-05 1.524884e-04 1.482982e-06 
##         6775         2593         2419         1476         9290 
## 4.713249e-06 1.871087e-06 1.937866e-09 3.894115e-04 5.374173e-04 
##         2241         2122         1065         4818         7110 
## 4.327389e-05 4.136143e-05 9.088412e-05 1.676480e-05 1.247798e-03 
##         3298          571          433         6279         6000 
## 7.409378e-05 3.849589e-04 1.851922e-07 2.849302e-04 7.188771e-04 
##         1470         9272         3045         2706         1052 
## 3.828012e-05 1.906177e-05 2.716268e-05 4.786430e-05 8.991027e-05 
##         8077          321          784         8109         8819 
## 2.840977e-05 3.400784e-04 2.519990e-04 1.196199e-04 2.785388e-05 
##         3097         3753          978         8333         3708 
## 3.200992e-04 7.564222e-05 4.727272e-04 2.176308e-04 3.333733e-06 
##         4063         3218         3154         9371         8861 
## 1.957652e-07 3.813108e-05 3.589467e-06 3.645533e-04 2.420481e-04 
##         1860         6621         5213         7057         7843 
## 5.443846e-06 7.879717e-05 2.821386e-05 5.784093e-05 3.190470e-06 
##         9644         3649         3150         8227         7254 
## 1.436923e-04 8.088506e-05 6.789668e-04 2.024277e-06 4.874247e-06 
##            2         1732         6082         3827         4028 
## 4.000998e-04 1.988071e-05 5.543208e-05 2.297853e-04 5.339610e-04 
##          500           81         5396         4965         8386 
## 1.420656e-04 1.137589e-04 1.420437e-07 8.164506e-05 9.865251e-05 
##         2752         8740         9033         3483         9377 
## 3.325076e-04 5.773719e-04 1.031554e-04 9.768959e-06 6.324698e-04 
##         5561         4717         5496          481         7762 
## 1.278658e-05 1.766310e-04 1.652467e-05 1.292529e-04 2.169837e-06 
##         8013         2271         9083         5510         3384 
## 5.362957e-04 1.190268e-05 8.371728e-05 6.939965e-05 5.750833e-04 
##         6759         1847         7469          624         6071 
## 2.112531e-05 1.198826e-04 4.929778e-08 3.501343e-05 6.976766e-05 
##         7109         4197         8916         1214         8032 
## 3.087951e-05 4.388513e-04 1.155200e-04 8.811880e-05 2.806651e-04 
##         6378         4899         7709         9448         8402 
## 4.853345e-05 1.420798e-07 3.941136e-04 1.909683e-06 2.450292e-04 
##          605         6599         6094         5704         1720 
## 8.323373e-05 6.990453e-06 9.011723e-04 1.302577e-03 2.323768e-05 
##         9834         3353         8191         5145          421 
## 4.031237e-06 3.727888e-05 8.244706e-05 3.130862e-04 7.110888e-04 
##         3418         7896          692         6518         3112 
## 1.164842e-03 2.587185e-08 1.361240e-05 4.938826e-04 1.438524e-04 
##         6027         1557         4740         9090         5788 
## 2.749644e-04 3.284626e-04 2.255939e-04 1.271847e-07 8.884995e-05 
##         2995         3536         2656         9232         5091 
## 2.525196e-04 2.902797e-06 8.813273e-05 4.560876e-04 2.569712e-05 
##         7514         7829         7044         6416         2473 
## 1.120365e-04 1.657237e-04 1.078061e-06 5.095358e-04 8.223889e-04 
##         9793         8477         4364         7232          773 
## 2.250372e-04 2.506033e-04 1.543244e-06 3.291206e-04 9.962504e-05 
##         5417         5110         7477         9852         9760 
## 5.833364e-05 2.175858e-04 6.962760e-06 1.425823e-06 1.812454e-05 
##         6019         2541         9531         4633          971 
## 5.254385e-04 2.257648e-04 6.564208e-07 2.167436e-04 7.012507e-05 
##         8521         3882          991         4105         6441 
## 1.007785e-04 1.270092e-04 8.280344e-06 8.153460e-06 5.783382e-04 
##         4173         3933         9148         2581         5477 
## 4.382833e-05 1.127012e-04 1.030358e-04 1.951671e-04 1.276158e-04 
##          158         3888          827         6689         6865 
## 5.114623e-04 2.753345e-07 8.690933e-05 3.270389e-04 4.648596e-05 
##          524         2015         7195         5860         3269 
## 6.271471e-05 1.192951e-04 2.026975e-04 2.826757e-04 1.943566e-04 
##           89         9632         5819         7528         1780 
## 1.154034e-04 2.499335e-06 1.337048e-04 7.521479e-04 2.604214e-04 
##         8355         9313         2434         6590         7006 
## 3.019340e-04 1.534794e-04 1.546010e-06 4.257104e-04 1.129245e-03 
##         2508         2511         2466         3232          611 
## 1.942575e-07 9.445308e-05 2.085409e-07 3.557554e-04 5.291836e-04 
##         2123         8238         1194         8319         6139 
## 6.495268e-05 7.812639e-04 1.911981e-06 3.801929e-06 1.661172e-05 
##         8062         1541         8287          792         4051 
## 3.550363e-04 2.617065e-04 5.240473e-04 7.258334e-04 1.049568e-04 
##         3575         1017         5785          628         9198 
## 1.247038e-05 1.423225e-05 7.286273e-05 1.560177e-04 2.736829e-04 
##         1162          822         2938         5228         6270 
## 1.875314e-04 1.467929e-04 1.500897e-04 1.755072e-04 1.417097e-05 
##         3351         5623         6942          618         4262 
## 1.915121e-04 2.514129e-06 4.513385e-04 1.121118e-04 5.418576e-05 
##         1601         1314         1384         5005          777 
## 3.219483e-04 1.366915e-04 1.258407e-05 4.263965e-05 1.256973e-04 
##         2956         8572         2369         9875         1718 
## 2.246688e-05 1.343639e-04 1.913950e-04 4.934988e-06 1.900854e-04 
##         9552         4636          774         9303         4158 
## 1.293128e-04 1.592428e-06 2.764574e-04 8.003584e-05 3.332082e-04 
##         8411         3299         2748         2846         5553 
## 1.435360e-06 2.149368e-04 7.623166e-06 3.485657e-04 3.180207e-06 
##          935         1022         5852         2452         7702 
## 3.698382e-05 1.704015e-04 5.979402e-04 4.717524e-05 4.444485e-05 
##         3930         1348         5095         3556         4060 
## 1.073177e-05 1.415342e-04 1.878160e-04 1.439036e-04 3.020682e-04 
##         5117         1426         9433         3855         7079 
## 1.295148e-04 7.233337e-04 5.548225e-04 1.692112e-04 1.398830e-04 
##         7414         9758         8994         9249         3831 
## 1.008343e-04 2.435633e-06 4.624616e-04 3.232560e-06 1.323713e-04 
##         4014         3652         9643         9739         6146 
## 6.194392e-06 4.419015e-05 3.640104e-06 3.647274e-05 1.976686e-04 
##         4804         1981         3039          218         4064 
## 1.695338e-04 1.006651e-04 3.446152e-06 6.290963e-05 1.026752e-09 
##         4314         4182         1493         9631         8192 
## 7.583255e-05 3.644879e-04 1.921383e-04 6.067386e-07 3.714764e-05 
##         4956         8320          563         8331         9203 
## 6.532346e-05 1.107206e-04 1.810340e-04 1.750214e-04 2.690105e-06 
##         7751         6567         2852         2658         2611 
## 1.678177e-04 4.033273e-04 1.027504e-04 9.357210e-06 7.160455e-06 
##         4464         3051         6315          643         4612 
## 5.484100e-04 3.374164e-04 1.452578e-03 9.867479e-07 7.824155e-05 
##         8999         6852          495         5368         4967 
## 6.888585e-05 3.028691e-05 2.339578e-05 4.551495e-04 8.888671e-05 
##         3904          444         5690         5372         2432 
## 5.423931e-07 1.720167e-07 8.132536e-04 4.517114e-05 9.906869e-05 
##         8343         4066         1960         1176         3186 
## 2.832592e-04 3.292297e-07 1.441087e-05 3.468604e-05 7.077072e-07 
##         7823         1858         4254         2071         2296 
## 4.024157e-05 8.335666e-05 3.261589e-04 2.361471e-05 3.334664e-06 
##         3911         9800         6086         4449         5904 
## 6.727426e-05 2.036118e-04 8.405451e-04 1.584052e-04 1.781423e-06 
##         5780         7205         6663         5902          268 
## 3.174551e-04 8.695007e-05 2.670702e-05 8.319101e-08 1.246161e-04 
##         8911         2862         9719         2392         5184 
## 1.120280e-04 1.863307e-04 2.440341e-04 4.385331e-05 2.247415e-07 
##          398          726         4040         8069         9172 
## 1.684587e-04 1.416067e-06 5.735506e-04 1.821866e-04 7.053652e-05 
##         3219         4261         9548         7905         1659 
## 1.841942e-05 1.331261e-04 1.150379e-04 4.741478e-05 3.016287e-06 
##         2707         9893         6504          686         7223 
## 1.097320e-04 1.677235e-05 7.745992e-04 1.546387e-04 2.468050e-04 
##         7307          793         1566         8718         4815 
## 9.094976e-05 3.617265e-04 3.279907e-05 2.618225e-05 7.094210e-04 
##         4427         9193         5759         3459         9103 
## 8.121553e-05 7.770393e-05 2.141943e-05 2.850140e-05 9.756326e-05 
##         5076         3403         8721         8522         2213 
## 2.832843e-04 1.466691e-08 7.590156e-05 1.741850e-05 9.768898e-05 
##         3507         9580         1848         8020         4780 
## 1.647767e-04 2.442968e-05 4.927798e-04 2.121127e-04 3.120098e-04 
##         6571         7655          122         9584         2462 
## 2.954003e-04 1.765101e-04 9.882991e-06 5.033608e-05 4.342814e-05 
##         8812         8619         6303         8543         3143 
## 3.164088e-04 3.474219e-04 2.245095e-04 4.500025e-05 1.161044e-04 
##         7084         5574         2726         7274         5533 
## 2.011202e-04 1.788891e-05 2.520677e-05 7.302504e-05 1.874241e-04 
##         1251         1407          998         5198         8883 
## 1.164139e-04 3.494455e-06 7.770058e-07 1.214076e-04 5.425970e-05 
##         6456          600         6126         9517         5331 
## 8.420121e-04 5.323039e-04 3.047300e-04 9.101322e-05 1.416603e-05 
##         6921         6218         7458         6986         6202 
## 7.538066e-06 9.509810e-04 1.959595e-05 2.641056e-05 4.163213e-05 
##         7568         6074         8155         7500         3628 
## 4.246719e-05 7.061041e-05 2.813202e-05 1.122862e-04 5.156740e-04 
##         3948            1         6062         3890          519 
## 9.526908e-04 1.022694e-04 5.110483e-07 2.789039e-05 3.767782e-04 
##         2065         2548         8004         4385         1859 
## 2.035081e-05 2.992068e-04 4.330477e-04 2.498922e-05 2.033433e-04 
##         5872           94         4515          743         2237 
## 1.848575e-04 3.244300e-04 2.247526e-05 8.179337e-05 4.106009e-04 
##         2383         3052         9750         1428         2884 
## 5.815055e-05 1.817674e-04 5.253515e-05 8.595275e-08 2.762084e-06 
##         8254         2186         5616         2344         6740 
## 1.983599e-05 4.231842e-04 8.429483e-05 1.452340e-05 4.490165e-05 
##         7345          546         7270         3863         3268 
## 6.124385e-05 3.955012e-05 8.626253e-04 5.520992e-04 1.947057e-06 
##         5682         9876         7679         5080         1112 
## 1.084584e-04 5.739102e-05 5.781712e-04 2.222976e-04 5.582383e-04 
##         7392         3945         3715          769         8271 
## 2.689564e-04 8.911125e-05 5.932726e-05 3.109226e-04 2.275459e-05 
##         4862         5723         4203         8628         9210 
## 3.471619e-07 1.184876e-04 4.213235e-05 1.997005e-04 6.361377e-07 
##         1700         5461         8329         5495         3475 
## 1.837353e-04 3.755181e-05 3.640160e-04 8.981346e-04 1.302687e-04 
##         9473         8225         4187         4878         4506 
## 3.331160e-04 4.317880e-07 6.032616e-06 1.474684e-05 1.007737e-05 
##         5694         5320         8845         1571         1553 
## 6.699574e-06 1.292504e-04 3.580153e-05 2.308951e-04 7.789219e-04 
##         5153         2482         1212         4370         3559 
## 2.754587e-04 4.893538e-05 3.815910e-06 9.944410e-05 1.545746e-04 
##         1730         3922         7602         3435         5205 
## 1.243892e-05 1.133530e-04 1.361275e-06 2.172471e-05 4.145501e-06 
##          558         8644         9205         3100         9412 
## 1.375932e-07 7.945028e-05 1.870366e-04 7.501584e-05 2.541016e-04 
##         8300          945         3429         7555         2920 
## 1.033900e-05 6.833379e-05 4.363809e-05 5.116203e-05 9.087084e-07 
##         2965         6298         8843         1467          924 
## 1.487332e-05 2.575842e-04 4.577261e-05 1.323141e-04 8.421962e-07 
##         2097         3263         4828         8811         8876 
## 1.213487e-04 7.327577e-06 1.838501e-04 4.811649e-05 1.223076e-04 
##         8993         1938         6361         2832          220 
## 1.549089e-04 1.394958e-05 4.893072e-05 1.362243e-04 3.243609e-05 
##         7053         3591         1577         6425          969 
## 5.030581e-04 5.160035e-04 2.299328e-06 8.331094e-05 2.328637e-04 
##         4696         8745         6494         3896         5988 
## 1.279585e-04 3.877686e-06 1.218237e-06 7.727341e-05 2.529465e-05 
##         1818         3423         3337         5607         2087 
## 1.041018e-04 5.461067e-05 1.396710e-06 2.705301e-04 4.897744e-08 
##         4802         8970         8035         5138         2973 
## 6.783062e-06 1.493291e-05 1.895319e-04 5.013523e-04 9.642720e-05 
##         4260         7618         9514         2659         9201 
## 2.126564e-06 2.778936e-05 3.368785e-05 1.915771e-04 4.271004e-06 
##          786         8438         6143          696         8895 
## 6.172289e-05 2.047426e-04 2.013084e-06 8.067441e-05 2.182934e-04 
##          889         8567         4271         7918         1133 
## 5.398713e-05 5.840132e-04 3.893585e-05 7.504354e-06 6.229504e-05 
##         3172         8503         1624         5427         4514 
## 5.730371e-05 7.474593e-06 7.876725e-05 4.783254e-05 1.818528e-05 
##         7424         8965         3138         2967         3557 
## 1.185352e-06 9.906330e-08 7.412283e-05 6.195539e-05 4.146031e-06 
##         6739         7512         4823         5195         8981 
## 6.051169e-05 4.150425e-04 4.739097e-04 3.212811e-04 3.212186e-05 
##         8780         2333         1457         9543         5735 
## 2.390520e-05 4.820764e-05 4.424241e-06 9.477906e-05 5.989681e-05 
##         5766         4932         9642         9911         4291 
## 6.262546e-04 8.549374e-07 3.849754e-05 1.102433e-05 7.474211e-04 
##         4553          486         5188         9958         5106 
## 7.277707e-05 2.793750e-05 6.609712e-08 1.931344e-05 9.916845e-04 
##          454          950         4006          143         6989 
## 9.331317e-13 2.230112e-04 3.044012e-05 4.486567e-04 4.274966e-04 
##         3656         1796         3886         5878         1805 
## 3.920853e-06 5.815211e-05 3.829697e-06 1.634089e-04 8.019425e-07 
##         6470         5725         2943         7612         4789 
## 4.618107e-05 3.012742e-04 9.590421e-06 3.899854e-05 1.254835e-04 
##         4313         7305         4843         5149         1267 
## 3.979923e-06 3.619722e-06 3.642787e-05 5.338482e-04 2.442552e-04 
##         7687         8286         2006          198         1190 
## 9.785042e-05 3.500239e-04 7.833355e-05 2.985241e-06 2.345349e-04 
##         7456         9264         2229          638         4000 
## 2.506003e-04 1.172399e-03 6.075082e-04 2.073367e-04 1.344472e-04 
##         4079          813         8735         9510         7290 
## 4.371508e-04 6.269157e-05 6.968215e-07 2.583410e-06 3.549079e-06 
##         5907         5812         1653         9152         4353 
## 1.189110e-04 2.489696e-04 1.957808e-04 3.473970e-05 3.215765e-06 
##         2291         1647          209          691         4240 
## 4.720759e-05 1.024580e-05 6.162425e-06 3.519818e-04 2.601263e-04 
##         4925         4124         1582           10         6757 
## 1.092512e-04 3.894267e-04 5.630651e-04 4.791245e-07 2.686991e-04 
##         5883         7474         2098         1746         3383 
## 5.743692e-04 6.937238e-05 9.927485e-05 6.486510e-06 2.662718e-05 
##         9161         9890         1168         1605         7248 
## 5.373158e-05 8.585390e-06 2.515825e-06 4.102044e-04 5.788977e-06 
##         7566         7969         6152         2459         9957 
## 3.368378e-06 4.145287e-09 3.541222e-05 1.043882e-03 1.027160e-04 
##         9737          361          142         3592         4388 
## 2.631358e-05 1.687093e-06 1.018475e-04 3.159398e-04 3.389197e-04 
##         7383         4287         9062         3248         1337 
## 6.118090e-05 4.589539e-05 3.343023e-05 3.475571e-06 5.753190e-04 
##         2425          819         3818         6498         9677 
## 2.162807e-06 3.543300e-04 3.060559e-04 5.557604e-05 4.593779e-05 
##         7171         3761         2136         6023         4856 
## 1.130661e-04 3.851882e-04 4.040264e-06 4.945434e-04 2.390367e-04 
##         5758         3040         3877         2328         6036 
## 8.500869e-04 1.252436e-04 6.274838e-04 1.254422e-05 2.680639e-04 
##         5761         4163         8001         6097         3671 
## 1.177470e-04 3.721379e-05 3.048193e-05 6.750300e-04 3.938694e-04 
##         6910         2490         6142         4250         4033 
## 1.722090e-04 5.037495e-04 9.533593e-06 7.147761e-07 2.118769e-05 
##         7017         3282         3910         8266         9868 
## 2.907404e-04 8.274831e-06 7.121815e-05 1.506658e-04 2.011618e-06 
##          442         4335         4113         1064         7334 
## 1.481468e-04 8.010246e-05 3.505753e-04 1.300103e-04 1.627273e-05 
##         1708         5072         5795         9177          435 
## 7.863264e-05 2.552334e-05 6.335313e-06 2.585869e-04 6.787597e-04 
##         5886         9820         8309         6017         6473 
## 7.985793e-04 8.292863e-05 3.882883e-05 1.820494e-04 1.564621e-05 
##         6125         3856         9896         7476         1989 
## 6.242154e-08 2.298063e-04 1.373932e-04 6.410600e-04 6.091108e-04 
##         3008         9952           97         3843         6238 
## 1.701425e-06 2.070207e-04 3.844112e-04 8.336602e-04 3.452026e-04 
##         3399         9367         4750          689         5540 
## 1.825234e-06 8.255031e-05 4.605395e-04 2.596685e-08 3.316790e-05 
##         6188         9137         3944         1615         4112 
## 1.849426e-04 1.429640e-04 3.739104e-04 7.920311e-05 9.321944e-05 
##          448         9508         6047         7846         5419 
## 1.014268e-05 1.119823e-07 1.538613e-05 2.048497e-08 1.053438e-05 
##         7189         4501         1483         2220         3033 
## 1.072236e-04 7.159667e-04 6.640620e-05 5.497452e-06 4.102212e-04 
##           55         3804         1258         3581         3853 
## 8.626413e-05 3.341057e-04 3.224016e-04 1.082655e-05 1.675078e-04 
##         2963         7197         3995         6213         3594 
## 9.148272e-05 1.981470e-04 4.805494e-05 5.579059e-04 6.002302e-06 
##         2346         1766         2896         2722         8241 
## 1.301490e-04 2.469229e-05 2.904121e-06 1.114201e-05 2.510275e-05 
##         9767         1658         2761         1959         9944 
## 1.093432e-05 6.665974e-06 4.565003e-05 4.447722e-05 7.016954e-06 
##         7439         8350         8445         7628          823 
## 2.351756e-04 1.576988e-04 6.594046e-04 1.740614e-04 5.810960e-05 
##         2978         7944         8974         7753         6944 
## 1.222568e-04 1.454188e-04 1.551603e-05 1.052601e-04 6.124759e-04 
##         5528         7960         5520         2074         1418 
## 2.389975e-07 7.103773e-04 3.014394e-06 3.309736e-05 1.772920e-06 
##         3304         9862         6772         5136         6588 
## 5.773687e-05 1.193609e-05 6.299075e-06 2.891270e-04 4.867473e-05 
##         1920         5465         7453         2347         2598 
## 5.445427e-04 4.071673e-04 4.975585e-05 9.555558e-05 1.519897e-04 
##         7032         3521         7493         8726         6206 
## 4.188589e-06 1.760806e-04 2.594296e-04 1.250339e-04 3.658639e-04 
##         1717          163         7516         2222         6231 
## 4.002190e-04 7.544837e-04 3.947235e-06 4.763740e-04 2.104812e-06 
##         2993         2988         6510         7151         7324 
## 1.048381e-05 6.158401e-05 2.085251e-06 2.371891e-04 1.392380e-04 
##          308         1063          565         9483         3697 
## 1.568873e-05 7.893795e-04 1.169725e-06 3.775564e-05 1.203372e-04 
##         5476         6927         9020         7847          870 
## 1.470376e-04 1.578231e-05 1.024813e-05 2.670701e-04 5.279428e-05 
##         5675         1109         2876         7748         2612 
## 1.250425e-04 2.959872e-06 5.594450e-05 1.156653e-05 1.169311e-04 
##         3501         2674         6964         6225         7725 
## 1.772249e-04 3.440274e-05 2.398100e-05 5.768278e-04 8.392082e-05 
##         9346         9828         4560         4831         3644 
## 3.961060e-05 4.408274e-04 5.123023e-05 7.784273e-05 5.960683e-05 
##         3908         5283         4753         3108         2527 
## 3.279343e-05 4.935076e-05 3.100216e-04 1.844548e-05 5.355645e-04 
##         8153         4452         9022         3252         8100 
## 2.080207e-04 7.902927e-04 4.054506e-04 1.246883e-05 6.267330e-06 
##         3568         7945         6512         3195         2849 
## 2.974979e-04 1.675812e-04 2.006477e-05 4.844600e-04 1.175037e-04 
##         1550         3463         2204         2745         4555 
## 8.155099e-06 8.102009e-05 8.961851e-04 2.774555e-04 3.795091e-05 
##         7377         8056         4168         1992         9921 
## 4.755836e-04 3.887449e-05 1.519765e-04 2.499153e-04 2.977543e-05 
##         7873         8302         9804         7319         9016 
## 1.391676e-05 1.095261e-03 4.774133e-05 4.236728e-05 1.198655e-04 
##         1189         7663         2093         7759         8243 
## 2.749970e-04 1.373029e-04 1.866359e-05 6.402862e-05 2.215016e-04 
##         7078         9443         5877         6700          224 
## 1.611948e-07 8.576291e-05 3.973533e-06 1.558954e-05 7.421289e-05 
##         5658         1868         5863         7694         4719 
## 9.466495e-05 1.915766e-05 6.847349e-06 8.092734e-06 7.027049e-04 
##         2968         5438         6438         2702         7481 
## 2.176822e-04 2.194837e-05 7.619388e-09 3.996592e-06 5.343729e-06 
##         6216         6705         2082         9755         8263 
## 1.785589e-04 2.509792e-07 7.616383e-04 1.924305e-04 1.190083e-04 
##         4011         4278          141         7281         9360 
## 4.849751e-05 1.888148e-04 1.234163e-04 4.352235e-04 1.543390e-05 
##         7533         5309         4765         8324         4757 
## 6.101797e-05 1.437384e-04 1.359977e-04 5.136097e-04 4.801279e-04 
##          841         4949          938         8166         2893 
## 9.084411e-04 2.347432e-05 4.068824e-05 6.071187e-04 4.654556e-05 
##         6031         5836         5463         1055         8325 
## 1.128266e-06 1.695902e-04 1.824353e-04 1.687476e-04 1.145530e-08 
##          453          695          401         6096         9157 
## 1.009295e-04 2.585301e-05 8.783172e-04 9.547467e-05 1.005115e-04 
##         4693          432         5858         3495         3680 
## 1.164559e-03 1.357371e-05 6.429567e-06 3.590746e-04 2.317708e-05 
##         1742          111         8958         5537         2561 
## 5.533793e-05 1.171765e-04 3.174567e-04 1.553518e-04 2.747723e-05 
##         1558         7828         4372         9147         9219 
## 2.412275e-04 8.860931e-04 7.132467e-04 1.163086e-05 3.675434e-04 
##         9582         7387         8407         8072          862 
## 6.902082e-05 2.015706e-07 4.954672e-05 5.103417e-04 7.462994e-04 
##         3148         3792         4731         7567         9280 
## 1.018399e-03 5.852927e-07 4.110123e-05 5.572340e-04 1.864777e-04 
##         6687         4025         8163         2035         3145 
## 9.155354e-06 2.348468e-08 2.823492e-04 5.957006e-07 2.157349e-05 
##         7505          949         1804         8146         8469 
## 3.244436e-04 4.480934e-05 1.046817e-03 4.319809e-05 2.840679e-04 
##         5583         8249         1808         1913         1411 
## 6.779152e-05 4.238950e-06 6.732132e-05 8.233564e-05 6.766125e-05 
##         4147         7056         8112         1464          125 
## 2.206886e-05 2.646815e-04 2.553477e-04 3.620639e-04 4.715885e-04 
##         3617         2195         6568         2190          292 
## 9.580840e-09 8.593640e-05 6.232592e-06 5.576501e-06 6.202781e-06 
##         1151         7061         5119         4659         7376 
## 1.128032e-05 1.256722e-04 2.491329e-04 5.189280e-07 3.099457e-04 
##         1405         9653         4821         9142         4975 
## 5.318440e-04 3.612750e-05 7.832601e-04 6.452279e-05 1.711577e-04 
##         5911         4666         4537         9241         8938 
## 7.179078e-05 8.082877e-04 1.920624e-05 5.063341e-04 4.373200e-04 
##         7814         3851         7975         3935         3706 
## 5.534207e-04 1.408850e-04 5.284958e-04 1.345868e-04 7.303648e-05 
##         3755         6991         3140         7288         2664 
## 1.909311e-04 5.010672e-05 9.399728e-06 3.260781e-04 8.577958e-04 
##         9842         6667         1713          856         6121 
## 1.850894e-05 1.608169e-04 1.908229e-05 1.156696e-04 6.311655e-06 
##         6990          246         7854         9104         5804 
## 3.187650e-04 7.639802e-04 1.126321e-05 1.386044e-04 3.416226e-04 
##         9794         9350         5998         5301         6165 
## 3.319684e-04 1.684891e-04 1.283884e-04 5.340652e-07 4.580361e-05 
##         1254          980         3887         7635         5692 
## 2.942848e-04 1.837246e-07 1.682085e-05 9.447887e-06 7.993271e-06 
##         4541         7384         1211         8598         1886 
## 2.870993e-04 3.793452e-06 2.053244e-04 4.040442e-04 3.533430e-05 
##         7165          681         8957         4233         7862 
## 6.475703e-05 4.574045e-05 3.747831e-07 5.765690e-06 1.241656e-04 
##         3982         9812         7444         7152         6963 
## 1.478038e-04 3.373023e-04 1.098440e-03 5.053621e-04 3.351266e-05 
##         4460         8556         6749         5896         7262 
## 3.546110e-04 1.573681e-04 1.041203e-03 1.422304e-04 1.633510e-04 
##          184         4442         3479         3385         8785 
## 2.729806e-04 7.032986e-04 1.697644e-05 1.195062e-04 1.487482e-04 
##         7757         8885         9611         1437         9302 
## 1.305288e-04 1.905771e-05 1.810180e-04 7.866059e-04 5.586990e-05 
##         4270         7890         5681         1864         8467 
## 2.455152e-05 2.206810e-04 2.123895e-04 1.908837e-05 6.993210e-05 
##         4108         6243         6962          760         5303 
## 2.143787e-05 2.192753e-05 2.401430e-04 4.839378e-05 1.075736e-04 
##         1081         7460         2475         2663         2456 
## 6.766080e-05 7.733089e-05 1.541931e-04 1.980423e-04 2.589873e-04 
##          240         8739         7163         8179         6867 
## 9.750376e-05 8.775880e-05 2.461174e-05 4.540648e-05 6.056134e-06 
##         1047         9213         1402         8880          778 
## 1.055378e-04 1.262570e-06 2.107412e-04 9.541630e-05 1.691297e-04 
##         8337         3368         1781         4714         2788 
## 4.831285e-05 2.394761e-04 8.178099e-07 1.043489e-04 2.351179e-04 
##         3898         8327         3455         3964         5124 
## 1.298476e-04 1.690792e-07 6.613800e-05 1.290660e-04 1.343610e-04 
##         5909          665         4309         7904          387 
## 1.612231e-04 1.200992e-04 5.382730e-05 2.174462e-04 4.070999e-05 
##         7086         7784          634         5936         6384 
## 2.320269e-05 5.354561e-05 4.878166e-06 1.103667e-05 1.282770e-05 
##         7495         5801         2107         8769         5340 
## 2.060955e-04 1.292182e-04 2.854612e-04 5.470626e-05 6.265379e-06 
##         1619         8206          134         9928         7073 
## 6.148020e-05 4.960810e-04 2.000240e-04 2.885098e-06 2.499884e-04 
##         1331         4513         5194         4662          390 
## 1.439653e-04 1.265575e-04 7.283468e-04 2.690788e-04 3.094889e-06 
##         6624         6805         4394         8182         1280 
## 2.201753e-04 1.295294e-07 6.588706e-06 6.631926e-05 1.436856e-04 
##         5734         1928         5382         3155         7104 
## 9.909667e-04 5.198245e-04 2.661507e-04 1.626478e-05 8.002045e-05 
##         5882         2144          119         4639         9982 
## 7.081022e-06 4.552921e-04 5.104257e-04 1.032620e-05 3.571514e-04 
##         9442         9939         9423         8447         5305 
## 1.531579e-07 4.321889e-04 2.061024e-04 1.339705e-07 1.221580e-04 
##         8253         8770         8517         5571         8090 
## 1.110912e-05 2.018367e-05 1.195835e-04 1.092406e-04 9.901090e-04 
##         2125         9168         2219          320         8188 
## 1.580396e-05 9.541805e-05 1.189285e-04 5.680495e-05 1.236043e-04 
##         7085         6913         9738         4742         1172 
## 1.008917e-05 2.571719e-04 3.708473e-05 2.085465e-05 1.235373e-03 
##         5090         5699         7259         5050         9406 
## 4.243294e-04 3.955999e-04 6.977863e-06 7.097967e-05 2.169701e-04 
##          325         4614         6486         8264         7064 
## 1.283799e-04 7.672868e-04 1.570053e-03 1.901442e-04 1.585953e-04 
##         2157         4960         8930         1927         2423 
## 6.500786e-05 3.078586e-04 7.937776e-04 5.375364e-05 1.182637e-04 
##         8131         4929         3349         5973         8189 
## 8.450394e-05 2.452891e-04 7.679475e-05 3.122171e-07 3.168523e-05 
##         7941         2415         6009          404         4373 
## 1.047944e-04 1.025363e-05 1.513768e-05 2.032191e-06 1.365564e-05 
##         2324         8465         6897         2867         9591 
## 7.646788e-05 3.510773e-04 7.353689e-05 1.496332e-04 1.424044e-04 
##         5745         8340         3286         1488         4672 
## 2.268207e-05 1.623562e-05 2.620590e-05 3.345424e-06 9.691235e-08 
##         2189         6506         7111         6719         4410 
## 1.693478e-04 7.553272e-05 1.592220e-06 1.317755e-04 4.139220e-05 
##           36         8791         1207         2897         1235 
## 1.114109e-03 7.280355e-04 4.400030e-05 3.054715e-06 2.346156e-05 
##          235         8200           53         3605         2041 
## 8.373262e-04 2.491448e-04 1.395079e-04 1.654250e-04 3.028346e-05 
##         3837         8170         9124         2334         2892 
## 4.012699e-04 3.699876e-04 4.108511e-05 1.000245e-04 3.254934e-04 
##         2789         6712         6889          210         5551 
## 2.333848e-07 1.085022e-04 2.640919e-05 6.598144e-05 2.368385e-05 
##         6039         3262         3981          357         1646 
## 9.302506e-04 1.665732e-05 2.191715e-04 1.469229e-04 2.441997e-05 
##         3497         1030         8945         6611         1822 
## 2.412127e-04 1.422009e-04 1.808285e-04 3.879577e-04 7.685967e-05 
##         6752         7749          195         1687         8725 
## 2.388068e-06 9.817156e-06 2.254847e-05 9.794062e-05 3.187491e-05 
##          101         5222         9585         6622         3017 
## 4.359246e-05 2.504968e-07 6.116946e-05 1.069736e-04 4.830437e-05 
##         1129          764         5807         7634         1068 
## 3.232167e-05 1.859461e-04 3.968259e-04 1.338585e-03 6.500516e-04 
##         9441         6537          129         8910         1559 
## 6.953092e-05 2.923975e-04 8.540818e-04 3.295846e-04 1.418343e-04 
##         8452         4577         1508         5056         4852 
## 3.070813e-04 2.667140e-05 7.712248e-06 8.123945e-05 1.739527e-06 
##         4694         3810         3518         2135         9048 
## 2.123692e-04 1.472557e-04 3.319615e-05 7.112352e-05 1.213627e-05 
##         1233         4997         9245         6609         6716 
## 3.821571e-04 4.122738e-04 9.935064e-05 6.612629e-05 6.725356e-07 
##         4369         3795         3260         4393         5985 
## 1.069082e-04 1.632854e-05 6.001801e-07 2.588906e-05 7.488838e-05 
##         7434         4718         1950         1309         5976 
## 6.112051e-05 3.162585e-04 1.553622e-04 5.726030e-07 3.738327e-05 
##         8165         3858         3523         1862         3123 
## 1.049410e-04 2.516143e-04 6.752180e-05 1.863995e-04 1.633403e-05 
##         7423         6090         5393         7898         1462 
## 5.571217e-04 8.216040e-05 9.577549e-06 2.507243e-05 3.661732e-05 
##         2738         9615         7385         5272         5358 
## 2.692298e-04 1.084990e-07 6.391864e-04 1.440962e-04 9.423175e-05 
##         1807         8941         1575         1045         4444 
## 4.155404e-05 2.840285e-05 2.232128e-05 4.022200e-05 6.442647e-07 
##         3915         4583         6754         1002         9444 
## 1.186172e-06 2.512686e-05 2.055561e-04 5.964816e-05 1.531899e-04 
##         7049         9872          814         5148         2044 
## 5.363527e-06 1.825789e-05 3.111231e-04 1.366478e-04 2.799506e-04 
##         8640          853         7129         4884         6037 
## 4.692816e-04 1.866416e-04 1.449263e-04 8.492740e-04 2.750170e-04 
##         9847         1771         3806         9533          127 
## 5.169081e-04 1.483302e-05 5.739043e-05 2.499381e-05 2.080367e-04 
##         3315         9757         8223         6247         8152 
## 3.712493e-05 2.757268e-05 9.760802e-05 1.390140e-04 8.893307e-05 
##         9563          462          128         1496         4882 
## 1.232981e-07 7.473929e-04 4.279743e-05 5.635411e-04 5.144382e-06 
##         8626         7430         2681         1072         9572 
## 5.915891e-04 1.489532e-04 5.830938e-06 3.903333e-04 1.967139e-05 
##         5173         4588         6299         6049         6289 
## 1.389511e-04 7.779139e-06 7.948144e-04 2.931372e-05 7.309364e-06 
##         6932         1076         5334         1555         1761 
## 7.621043e-06 5.976835e-04 8.899186e-06 2.977672e-06 2.733949e-07 
##         5893         6864          736         9546         5738 
## 7.717202e-05 3.871443e-04 1.643331e-04 2.196173e-06 1.821541e-05 
##         3579         8111         5290         2787          572 
## 4.592765e-04 1.413498e-03 4.270650e-06 2.624045e-08 6.183795e-05 
##         7871         3515          829         5951          587 
## 1.442224e-03 1.423438e-04 2.299754e-05 2.928501e-04 2.748885e-05 
##         6116         8516         1390         1548         9122 
## 2.084932e-04 2.812947e-04 6.152815e-06 1.615818e-04 1.158847e-04 
##         5619          700         9306         5268         7309 
## 3.513708e-04 5.981006e-05 5.480054e-04 8.573702e-05 1.980046e-05 
##         7661         5350         9149         8093         2618 
## 3.144991e-04 1.166390e-05 6.997969e-04 6.131512e-05 2.499654e-06 
##         7468         3264          867          350         5183 
## 2.265062e-07 3.281105e-05 7.722422e-05 1.090023e-03 8.708622e-05 
##         4176         4708          472          422         7838 
## 9.160843e-04 1.141489e-04 1.332010e-05 1.032846e-03 6.394055e-04 
##         4329         6742         3414         8282         5691 
## 1.643641e-04 9.610335e-05 2.025202e-05 1.800056e-04 3.737664e-04 
##         6573         9948         3662         8473          705 
## 8.907561e-04 5.489057e-06 7.000163e-04 7.536428e-04 2.409622e-05 
##         6725         7810          324         3828         9870 
## 1.794578e-04 2.001355e-04 2.687301e-04 5.477263e-06 1.357812e-04 
##         7695         2387          386         9656         7135 
## 2.117900e-05 1.921066e-06 3.503804e-05 1.499213e-04 7.832309e-04 
##         3709         4747         5398         4415         7127 
## 2.632579e-05 4.243809e-05 8.894345e-05 6.708293e-05 3.414092e-04 
##         5670         9664         5508         1161         7179 
## 2.670012e-05 3.544955e-04 1.238964e-05 9.529619e-05 4.463690e-05 
##          617         3303         4954         6321         8373 
## 5.856312e-05 4.706369e-06 3.052816e-05 2.746362e-04 2.701632e-06 
##         5603         9461         2914         1919         5757 
## 2.903011e-05 1.513065e-04 1.342753e-07 1.574442e-05 1.027900e-05 
##         9596         8277         3553         9492         3469 
## 1.673070e-04 2.931420e-05 1.058703e-05 1.450822e-04 1.177206e-04 
##         8475         2803         9277         9947         2126 
## 3.395106e-04 4.845831e-04 9.713414e-05 7.046224e-05 3.428308e-04 
##         1888         5082          942         8081          167 
## 5.041664e-06 1.923042e-05 2.257093e-05 1.364672e-04 2.723069e-05 
##         3289         5979         3929         8927         3578 
## 3.410937e-04 5.518117e-04 6.679832e-06 6.216951e-06 2.961305e-04 
##         6834         4087         2496         3032         3941 
## 4.315853e-05 5.561822e-04 3.473394e-05 7.473163e-05 1.671873e-04 
##         2692         8453         8478          230         5488 
## 1.170249e-06 3.844523e-05 1.298601e-05 2.729968e-07 1.030620e-05 
##         5068         6812         4165         5482         4409 
## 2.031587e-04 9.316984e-05 2.157147e-04 1.266689e-04 1.099305e-04 
##         6949         9495         8194         2168         6659 
## 2.772688e-04 1.275770e-06 2.428797e-06 1.892978e-04 1.396350e-05 
##          731         3215          310         6409         6224 
## 5.092507e-04 2.386792e-05 5.623508e-05 9.165587e-05 7.292794e-05 
##         6487         1628         4764         9768         6698 
## 8.959689e-07 7.043201e-05 1.838908e-05 4.441957e-04 1.700070e-04 
##         7296         7492         7199         6105         9984 
## 3.786147e-07 1.886268e-04 1.143864e-03 4.624959e-05 1.397919e-04 
##         6423         9307         3601         6288         9795 
## 1.363250e-05 4.722073e-05 2.724265e-04 2.662178e-04 1.106520e-04 
##         7573         7525         7892         7072         8352 
## 3.058607e-05 2.521472e-05 1.859860e-05 4.905640e-05 6.608716e-05 
##         1565         6751         8097         5610         5431 
## 9.768997e-07 4.849293e-05 7.063574e-05 1.306509e-05 1.474951e-04 
##         9199         2060         7883         3833         4941 
## 2.268710e-04 4.541878e-05 5.554404e-05 1.361287e-04 6.409436e-04 
##         3861         1556         9407          668         2520 
## 1.148721e-04 8.244938e-04 3.541892e-07 7.992259e-08 3.179860e-05 
##         7047         1444         2689         9829         4518 
## 5.038135e-05 3.087254e-04 9.888543e-05 1.754189e-04 3.331929e-06 
##         5316         1362         6985          655          630 
## 3.565978e-04 6.350616e-05 4.693393e-05 6.159448e-05 9.886952e-06 
##         7644         3422          820         6836         8566 
## 1.230690e-05 6.884252e-05 2.660243e-06 8.379902e-05 5.477803e-06 
##         1809         4938         9810         7070         8015 
## 6.175958e-05 8.347087e-06 2.325297e-06 8.798024e-05 1.695118e-05 
##         7398         6262         1198         1260         1110 
## 3.472892e-04 5.509150e-04 6.341471e-04 8.630619e-07 4.176795e-04 
##          599         2155         2143         6520         3955 
## 2.717991e-04 3.646696e-04 2.067413e-05 2.196389e-05 3.182204e-05 
##         6012         2299         6887          147         7923 
## 3.001733e-05 1.706701e-04 1.018487e-04 1.294105e-04 6.187259e-07 
##         6721         1934         4580         5550          418 
## 2.742481e-04 2.188750e-04 8.674066e-05 3.676387e-05 3.343608e-04 
##         5581         1382          765          913         7008 
## 4.825765e-05 3.055365e-05 9.920936e-05 5.167224e-04 1.478298e-04 
##         9176         8361         5626 
## 3.326581e-06 6.100859e-05 1.236766e-04

Test

if (algo.stepwise == TRUE){
  test.model(model.stepwise2, data.test, "Stepwise Selection (2)")
}
## [1] "Summary of predicted values: "
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   108.4   121.1   124.5   124.4   127.9   139.4 
## [1] "Stepwise Selection (2) Test MSE: 96.9543210480203"

LASSO Selection

LASSO (w/ full train)

if(algo.LASSO == TRUE){
  # Formatting data for GLM net
  # you can use model.matrix as well -- model.matrix creates a design (or model) matrix, 
  # e.g., by expanding factors to a set of dummy variables (depending on the contrasts) 
  # and expanding interactions similarly.
  x = as.matrix(data.train[,feature.names])
  y = data.train[,label.names]
  
  xtest = as.matrix(data.test[,feature.names]) 
  ytest = data.test[,label.names] 
  
  grid=10^seq(10,-2, length =100)
  model.LASSO=glmnet(x,y,alpha=1, lambda =grid)
  
  cv.out=cv.glmnet(x,y,alpha=1) # alpha=1 performs LASSO
  plot(cv.out)
  bestlambda<-cv.out$lambda.min  # Optimal penalty parameter.  You can make this call visually.
  lasso.pred=predict (model.LASSO ,s=bestlambda ,newx=xtest)
  
  testMSE_LASSO = mean((ytest-lasso.pred)^2)
  print (paste("LASSO Test RMSE: ",testMSE_LASSO, sep=""))
  
  print(coef(model.LASSO,s=bestlambda))
  
  plot(ytest,lasso.pred)
  
}

LASSO (w/ filtered train)

if(algo.LASSO == TRUE){
  # Formatting data for GLM net
  # you can use model.matrix as well -- model.matrix creates a design (or model) matrix, 
  # e.g., by expanding factors to a set of dummy variables (depending on the contrasts) 
  # and expanding interactions similarly.
  x = as.matrix(data.train2[,feature.names])
  y = data.train2[,label.names]
  
  xtest = as.matrix(data.test[,feature.names]) 
  ytest = data.test[,label.names] 
  
  grid=10^seq(10,-2, length =100)
  model.LASSO=glmnet(x,y,alpha=1, lambda =grid)
  
  cv.out=cv.glmnet(x,y,alpha=1) # alpha=1 performs LASSO
  plot(cv.out)
  bestlambda<-cv.out$lambda.min  # Optimal penalty parameter.  You can make this call visually.
  lasso.pred=predict (model.LASSO ,s=bestlambda ,newx=xtest)
  
  testMSE_LASSO = mean((ytest-lasso.pred)^2)
  print (paste("LASSO Test RMSE: ",testMSE_LASSO, sep=""))
  
  print(coef(model.LASSO,s=bestlambda))
  
  plot(ytest,lasso.pred)

}

LASSO calls

Peforming a lasos call is pretty straight forward. GLM-NET peforms 10-fold CV to determine an optimal penalty parameter.
The coefficients are easy to extract and making predictions are straight forward. It is possible to make ASE style plots like we did previously but it takes a little extra programming. See me if interested.

# summary(model.forward)
# summary(model.stepwise)